diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index cd3078cfc77511aa4d8f73f03c2ee3a95529d859..42faa2a584f58f6d1c81cbd72c00692c24fc9fde 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": "20260522T120016Z", - "generated_at": "2026-05-22T12:11:49Z", + "snapshot_id": "20260522T180017Z", + "generated_at": "2026-05-22T18:04:18Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -2029,35 +2029,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44024-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44076, - "issue_numbers": [], - "pr_numbers": [ - 44024, - 44076 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44024, - "right_pr_number": 44076, - "code_similarity": 0.269, - "size_similarity": 0.976, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.492, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [], @@ -2124,15 +2095,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44024-2", - "canonical_pr_number": 44076, - "duplicate_pr_numbers": [ - 44024 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 037245888c100fa95e510c24eb9d130a8fb27d40..0adeab8410942aa77333f824461638df93d5efcb 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": "20260522T120016Z", - "generated_at": "2026-05-22T12:11:49Z", + "snapshot_id": "20260522T180017Z", + "generated_at": "2026-05-22T18:04:18Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -508,8 +508,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -879,8 +879,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -1214,8 +1214,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -1539,8 +1539,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -1861,8 +1861,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -2211,8 +2211,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -2533,8 +2533,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -2866,8 +2866,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -3194,8 +3194,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -3484,8 +3484,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -3813,8 +3813,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -4125,8 +4125,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -4433,8 +4433,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -4752,8 +4752,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -5043,8 +5043,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -5333,8 +5333,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -5628,8 +5628,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -5964,8 +5964,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -6255,8 +6255,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -6567,8 +6567,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -6881,8 +6881,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -7178,8 +7178,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -7490,8 +7490,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -7795,8 +7795,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -8145,8 +8145,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -8450,8 +8450,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -8755,8 +8755,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -9060,8 +9060,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -9351,8 +9351,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -9656,8 +9656,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -9961,8 +9961,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -10274,8 +10274,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -10571,8 +10571,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -10876,8 +10876,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -11195,8 +11195,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -11515,8 +11515,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -11844,8 +11844,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -12198,8 +12198,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -12505,8 +12505,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -12831,8 +12831,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -13135,8 +13135,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -13432,8 +13432,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -13800,8 +13800,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -14140,8 +14140,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -14480,8 +14480,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -14841,8 +14841,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -15202,8 +15202,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -15605,8 +15605,8 @@ "review_unit_count": 49, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-413", "nodes": [ @@ -15701,8 +15701,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -15779,8 +15779,8 @@ "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": [ @@ -15850,8 +15850,8 @@ "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": [ @@ -15913,8 +15913,8 @@ "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-27088-5", "nodes": [ @@ -16045,8 +16045,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16367,8 +16367,8 @@ "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-37934-10", "nodes": [ @@ -16522,8 +16522,8 @@ "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": [ @@ -16585,8 +16585,8 @@ "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": [ @@ -16648,8 +16648,8 @@ "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": [ @@ -16711,8 +16711,8 @@ "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": [ @@ -16814,8 +16814,8 @@ "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": [ @@ -16936,8 +16936,8 @@ "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": [ @@ -17056,8 +17056,8 @@ "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": [ @@ -17119,8 +17119,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17182,8 +17182,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17245,8 +17245,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17407,12 +17407,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8493b12570e643bf9265794bf20bcd71d6d8f3a51bd5e6dc5ce7485bc21fb88c", + "prepared_review_unit_hash": "32b5a81163cac9b149b953e91144bd3ce48778beb1a6487a414ded876708de02", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38371, + "serialized_chars": 38372, "estimated_input_tokens": 9593, "estimated_eval_tokens": 19442 }, @@ -17420,7 +17420,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38371, + "serialized_chars": 38372, "estimated_input_tokens": 9593, "estimated_eval_tokens": 19442 }, @@ -17429,144 +17429,150 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly unrelated PRs that only share broad Python/Transformers similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` kwargs fixes; everything else touches different models, tests, or utilities and should stay separate.", - "confidence": 0.92, + "summary": "This cluster is mostly unrelated pull requests. The only true duplicate pair is the two `fixed_cross_entropy` PRs (43251 and 43254), which patch the same function for the same issue. All other soft links are broad topical similarities, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative: it directly addresses the linked issue with a focused `cross_entropy` kwargs pass-through fix and cleanly extends the helper API.", + "canonical_pr_reason": "PR 43251 is the best representative of the only real duplicate set: it directly targets issue 43240 and implements the core `cross_entropy` kwargs pass in `loss_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster because it is the most concrete bug fix and the only one clearly tied to an issue target.", + "best_pr_reason": "PR 43251 is the strongest canonical PR because it is issue-linked, addresses the exact code path, and is the more complete/explicit version of the duplicate pair with 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: adding the VideoPrism model docs/code vs adding an executorch dynamic-shape export test." + "reason": "Different models/features: VideoPrism model addition vs ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: Mistral tokenizer API completion vs introducing the MobileLLM model." + "reason": "Tokenizer API cleanup vs adding a new MobileLLM model; same library area, different code change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer helper additions and an executorch export test are separate concerns." + "reason": "Mistral tokenizer methods and ExecuTorch export tests are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and MobileLLM model implementation are not the same bug/change." + "reason": "Processor auto-loading robustness vs new MobileLLM model addition; not the same bug or change." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "`cross_entropy` kwargs forwarding and base-model-prefix conversion loading fixes are unrelated code paths." + "reason": "Different subsystems: loss helper kwargs support vs conversion/loading prefix handling." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs support is unrelated to adding a new model architecture." + "reason": "`fixed_cross_entropy` kwargs fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "A loss helper fix is not the same as Mistral4 test/model work." + "reason": "Loss helper kwargs fix is not the same as Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "Executorch dynamic-shape testing and conversion-loading prefix handling are different issues." + "reason": "ExecuTorch dynamic-shape tests and conversion prefix fixes do not share the same underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "These target different subsystems: executorch export tests vs Mistral4 fixes/tests." + "reason": "Dynamic export test coverage vs Mistral4 test fixes are distinct changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support is unrelated to `cls.config` resolution ordering." + "reason": "New MobileLLM model support is unrelated to class config resolution ordering." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactoring are not the same change." + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model implementations." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "A new model addition does not match the loading/conversion prefix fix." + "reason": "Model addition vs base_model_prefix conversion loading fix are not the same change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes are distinct model-specific changes." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different model-specific updates." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are unrelated." + "reason": "Falcon refactor and model-creation skill addition are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes do not match the conversion loading prefix bug." + "reason": "Mistral4 test/model changes do not match the conversion-loading prefix bug fix." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test changes and the `layrnorm` spelling fix are different fixes." + "reason": "Mistral4 fixes and `layrnorm`\u2192`layernorm` renaming are unrelated code paths." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and the TDT loss kernel addition are unrelated." + "reason": "Mistral4 tests are unrelated to adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work and the `cls.config` resolution-order fix are not the same issue." + "reason": "Mistral4 changes and config-resolution ordering fixes are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model tests/fixes are unrelated to the model-creation skill PR." + "reason": "Model-specific test fixes and the model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model addition is not the same as the model-creation skill/doc tooling PR." + "reason": "MobileLLM model support and model-creation skill docs are not duplicate fixes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue by adding supported kwargs through to `nn.functional.cross_entropy`; they are plausibly mergeable into one PR." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add `weight`/`label_smoothing` support to `fixed_cross_entropy`; they address the same concrete bug and could be merged into one." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft-edge pair, PR 43251 with PR 43254, is clearly mergeable as the same `fixed_cross_entropy` kwargs fix in the same file and issue target. The remaining pair rejections are supported by distinct titles, filenames, and change scopes." + "feedback": "The evaluation is grounded in the packet: the only pair with shared file and shared issue target is 43251/43254, and the rest are reasonably treated as soft topical similarities only. The mergeability judgment for 43251/43254 is conservative and supported by both diffs touching the same function for the same bug." }, "evaluator_used": true, "retried": false, @@ -17593,12 +17599,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "2350ef65435f301af583a20f62c1cefae8245e074fb0f8f2dc5c4dec93dd71a2", + "prepared_review_unit_hash": "9abce2bab5a98c95270a9d2a1f8b1fc277f2dfc22a200d3414f0b935113e3194", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17606,7 +17612,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17615,18 +17621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation and the other adds a separate realtime/acoustic-tokenizer extension.", - "confidence": 0.92, + "summary": "Two open PRs both add VibeVoice-related support, but they target different scopes: one is the base VibeVoice integration, the other is a draft realtime extension with acoustic tokenizer work. They are related, not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the broader initial VibeVoice implementation and establishes the core model/package/docs.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the main, non-draft VibeVoice implementation with substantial review activity and appears to establish the core model support.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best single representative of the cluster since it covers the foundational codepath, while #42781 is a later, narrower realtime follow-up.", + "best_pr_reason": "PR #40546 is the strongest standalone PR candidate: it implements the core VibeVoice integration across auto-mapping, model code, docs, and pipeline hooks, whereas #42781 is a draft realtime extension dependent on that base work.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share a model family and filenames, but #42781 adds realtime-specific behavior and an acoustic tokenizer stack rather than fixing the same concrete bug/change as #40546. They would not plausibly be merged into one PR." + "reason": "Do not merge: #40546 adds the core VibeVoice model integration, while #42781 adds a realtime variant plus acoustic tokenizer pieces. They share a subsystem and filenames, but they are not the same concrete change or bug fix." } ] }, @@ -17656,7 +17662,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "6e1e8f057d9615459fe4e3c9febceb1d7a1c83ecb8c9a2621557bf7f9337ff6b", + "prepared_review_unit_hash": "d1af881552b7c89ce144c07bc3460abf387c740fd3195ff10416b4b02af01115", "component_budget": { "node_count": 2, "item_count": 2, @@ -17678,18 +17684,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not look mergeable into a single PR or like the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support; they address different code paths and use cases.", + "canonical_pr_reason": "No issue is present; as a representative PR, #41224 is the stronger canonical choice because it is a clearly scoped, concrete model capability addition with substantial review activity.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they are not the same underlying change.", + "best_pr_reason": "PR #41224 is the best global representative because it is a focused, end-user feature addition with more discussion and a cleaner, narrower scope than the TimesFM covariate work.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same bug or implement the same change." + "reason": "Different models and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same bug or change and should not be merged." } ] }, @@ -17784,12 +17790,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "9770363040b3b997c3406655fa903b7246fb74a803fd190a9908b5d1cc3b5bc0", + "prepared_review_unit_hash": "cf9fc70e5c81a0c654faf0015341c73debc7997916bf67558a0d43aeefd47439", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17797,7 +17803,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17806,24 +17812,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are distinct model-addition PRs that share only the same Transformers integration pattern. They are not duplicates or the same underlying fix/change.", + "summary": "All three pull requests are separate new-model additions that share infrastructure files but target different models (DeepSeek OCR, Isaac, and Kimi2-6). They are not duplicate fixes/changes.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the PRs implement different model integrations, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a better canonical representative here because these are unrelated additions for different models (DeepSeek OCR, Isaac, Kimi2-6).", + "best_pr_reason": "pull_request:45630 is the strongest standalone representative because it has the broadest implementation surface and the highest review activity, but it is still distinct from the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations for DeepSeek OCR vs Isaac; shared auto-registration and docs edits are template-level similarity, not the same code-path change." + "reason": "Both add new model integrations and touch shared auto-registration/docs files, but one is for DeepSeek OCR and the other for Isaac; different models and code paths." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families and implementation targets (Isaac vs Kimi2-6). They overlap only in common new-model scaffolding, so they are not mergeable as one PR." + "reason": "They overlap on model-addition plumbing, but Isaac and Kimi2-6 are unrelated model implementations with different configs, processors, and modeling code." } ] }, @@ -17853,7 +17859,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "9848e7d3fa88583c9fb090ffc85e763e0e3bb21c9f5be29ae944d89076de8ff6", + "prepared_review_unit_hash": "fe662aec5d6279381628a8b7e6ad5b087b23be593817119204e725a5d398a4ac", "component_budget": { "node_count": 2, "item_count": 2, @@ -17875,18 +17881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related workflow maintenance PRs, but they target different action families and fixes: one is a broad GitHub Actions runtime compatibility bump, the other is a Docker build action version upgrade. They should not be treated as duplicates.", - "confidence": 0.9, + "summary": "Both items are workflow dependency bump PRs, but they target different actions and different upgrade goals: one is mainly GitHub Actions runtime compatibility, the other is Docker build action updates. They are related in theme, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader representative of the cluster because it updates multiple core GitHub Actions steps across many workflows for Node 24 compatibility, whereas 42976 is a narrower docker/build-push-action bump.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change, centered on upgrading multiple GitHub Actions for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better cluster representative due to its wider scope and clearer unifying purpose across workflows.", + "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it touches more workflow files and has a clearer single maintenance theme than the narrower Docker-action bump in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact and related GitHub Actions for Node 24 compatibility; 42976 specifically bumps docker/build-push-action to v6. Shared workflow filenames alone are not enough to merge them as the same PR." + "reason": "Reject: these are not the same underlying change. 42975 upgrades checkout/cache/upload-artifact and other workflow actions for Node 24 compatibility, while 42976 updates docker/build-push-action to v6 in Docker image workflows. They affect different actions and code paths and would not be merged as one PR." } ] }, @@ -17908,12 +17914,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-4", + "cluster_id": "cluster-42978-5", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:45490" + "pull_request:45490", + "pull_request:46162" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", @@ -17921,72 +17928,79 @@ "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:43451|pull_request:45490", + "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "cd6b320f71ccfccc693c1557a3538fed90f8b8777b2675f104f4eebdea711229", + "prepared_review_unit_hash": "595b8d631334a237247ac47c99226631e0b864e9b6948e40ca0876ec6faa092b", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14183, - "estimated_input_tokens": 3546, - "estimated_eval_tokens": 7348 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14183, - "estimated_input_tokens": 3546, - "estimated_eval_tokens": 7348 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are all unrelated model additions/integrations that only overlap on generic Transformers boilerplate (docs, auto-mappings, tests). They are not duplicates of the same underlying change.", - "confidence": 0.98, + "summary": "These PRs are only superficially similar because they mostly add models and touch shared registry/docs files; they do not fix the same bug or implement the same change. The Florence2 XPU test tweak is especially unrelated. No soft-edge pair should be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a true canonical duplicate for the cluster. If a single representative is needed, Molmo2 is the broadest integration and most developed PR, but it is still a distinct model addition from the others.", + "best_pr_reason": "#43451 (Add Molmo2) is the strongest standalone representative: it is the most substantial model-addition PR in the set, with broad implementation and test coverage, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo add different models, files, and code paths; shared auto/docs boilerplate is not enough to treat them as the same change." + "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registry changes are expected for new-model PRs, not evidence of the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model integrations with distinct architectures and implementation files; no same bug or same fix." + "reason": "Different model additions (ViT NEPA vs Molmo2). They touch similar infrastructure but implement separate models and code paths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM target different model families and model-specific code; overlap is only generic registration/docs work." + "reason": "Different model families and tasks (vision model addition vs CTSM time-series model addition). Only broad framework files overlap." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different configs, processors, and modeling code, so they are not the same PR-level change." + "reason": "Molmo and Molmo2 are separate model implementations with distinct configs, processors, and tests; not the same bug or same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM do not share a concrete bug or code-path fix; they are separate feature PRs." + "reason": "Molmo (multimodal) and CTSM (time-series) are unrelated model additions. The overlap is only in shared registration/docs plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations touching different subsystems; shared boilerplate does not justify merging them as duplicates." + "reason": "Molmo2 and CTSM target different model architectures and code paths, so they should not be deduplicated." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model addition vs a tiny test-only XPU expectation change in Florence2/LFM2-VL. Completely different scope and purpose." } ] }, @@ -18008,71 +18022,86 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-4", + "cluster_id": "cluster-43291-5", "nodes": [ "pull_request:43291", "pull_request:43665", "pull_request:44815", - "pull_request:46102" + "pull_request:46102", + "pull_request:46161" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:46102", - "pull_request:43665|pull_request:44815" + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46161", + "pull_request:44815|pull_request:46161" ], - "prepared_review_unit_hash": "49639eb6e8ec9b2a751ec442d512659d73a3238026a97ec1c8b5413f503b67d3", + "prepared_review_unit_hash": "ae6ce2c04d8694b88ca11a477c9678454304243605f05cce1a012d7892a1c83f", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 9391, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 11986, + "estimated_input_tokens": 2997, + "estimated_eval_tokens": 6250 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 9391, - "estimated_input_tokens": 2348, - "estimated_eval_tokens": 4952 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 11986, + "estimated_input_tokens": 2997, + "estimated_eval_tokens": 6250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates of one another: they span unrelated areas (Whisper tokenization/tests, CLIP/ViT test edits, FP8 dequantization, and FSDP tied-weights cleanup). The soft similarity signals are driven mostly by generic test churn or broad transformer infrastructure overlap, not the same underlying bug or change.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: several test-only or unrelated subsystem PRs, with no convincing duplicate pairs. The strongest standalone bugfix is the tokenizer subfolder fallback PR.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46161 is the most concrete single-purpose fix: it has an explicit issue target and a focused code-path change in tokenizer loading fallback behavior.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical representative because the cluster does not contain one shared fix; the PRs address different code paths and should remain separate.", + "best_pr_reason": "PR 46161 is the best representative because it addresses one clear bug in one subsystem, unlike the other PRs which are test-only, vague, or span unrelated areas.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but for different models and different changes; the Whisper tokenizer/test PR is unrelated to the CLIP/ViT test edits." + "reason": "Both touch tests, but they target different models and do not appear to fix the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/tokenization fixes are unrelated to FP8 dequantization and loading logic changes." + "reason": "Whisper tokenizer/test changes and FP8 dequant/loading changes are unrelated code paths." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "Generic test modifications in CLIP/ViT do not indicate the same bug or change as the FSDP tied-weights cleanup." + "reason": "A CLIP/ViT test-only PR is not the same bug/change as an FSDP tied-weights cleanup/fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One PR is only test edits for vision models; the other is a substantive FP8 dequant fix in core/integration code, so they are not the same underlying change." + "reason": "Test assertion edits in vision model tests do not match the FP8 dequant fix in core loading and quantization." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46161", + "accept": false, + "reason": "These address different areas: model test edits versus tokenizer subfolder fallback logic." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46161", + "accept": false, + "reason": "FP8 dequant/loading logic and tokenizer fallback loading are unrelated fixes and would not plausibly merge as one PR." } ] }, @@ -18109,70 +18138,70 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "2eec3b5cb3d97b44aa74a3d25d9b14b796c45831bcd5f2ccbd5366c10925862e", + "prepared_review_unit_hash": "6de52fc7cd0ff537f4dfa0ddee7d0f9f884fb47333a44a8651ae9c10c0352846", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, - "estimated_input_tokens": 2835, - "estimated_eval_tokens": 5926 + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11340, - "estimated_input_tokens": 2835, - "estimated_eval_tokens": 5926 + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only PRs 46100 and 46114 look like the same duplicated test-migration change; the rest touch different code paths or combine unrelated edits despite occasional filename overlap.", - "confidence": 0.96, + "summary": "This cluster is mostly a set of unrelated test/don't-merge PRs. The only clear duplicate pair is the ViT test-migration fork: 46100 and 46114 have the same file and effectively the same failing-test diff. The grafana PR 45932 is not the same change, and the remaining PRs only overlap superficially on test files.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46114 is the best canonical representative because it is an exact duplicate of 46100, and its title more clearly describes the test-migration purpose.", + "canonical_pr_reason": "PR 46100 is the best canonical PR because it is the clearest representative of the only true duplicate pair: it has the same ViT test-file diff as 46114, with a neutral, descriptive title and earlier creation time.", "best_issue_reason": null, - "best_pr_reason": "PR 46114 is the strongest global representative: it exactly matches 46100 in the same ViT test file, while the other PRs are unrelated or mixed-purpose.", + "best_pr_reason": "Overall, 46100 is the best PR to keep as the representative artifact for this cluster because it matches another PR exactly, while the other items are either unrelated workflow/config experiments or only share a broad test subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both mention tests/model files, but 43488 is about setup/version/dependency changes and repo-bot checking, while 46114 is a ViT test-migration stub; not the same underlying change." + "reason": "Both touch ViT tests, but the actual changes are different: 43488 is a setup/version/dependency bot check, while 46114 is a failing-test migration fork. Same file alone is not enough." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They share only the ViT test file, but the diffs are different: 43488 changes packaging/versioning, while 43532 rewrites workflow/CI behavior and related utilities." + "reason": "These are both don't-merge test harness PRs, but they modify different CI/workflow paths and different test-related plumbing, not the same concrete bug or change." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Same test file overlap is incidental; 43532 is a broad CI/workflow change, whereas 46114 is only a ViT test migration edit." + "reason": "Shared test-file overlap is incidental; 43532 is workflow/notification plumbing, while 46114 is a direct ViT test migration change." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "These target different areas: 45932 changes multiple model implementations and CI plumbing, while 46100 only injects failing ViT tests for migration." + "reason": "45932 is a broad grafana/OTEL and model config tweak PR; 46100 only adds failing assertions in the ViT test file. They are not the same underlying change." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "The diffs are effectively identical: same failing test additions in tests/models/vit/test_modeling_vit.py for the same migration check, so they are the same underlying change." + "reason": "These appear to be the same PR duplicated/forked: identical ViT test-file changes, same failing assertions, and the titles indicate the same test-migration purpose." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: 46100 and 46114 have identical diffs in the same ViT test file, while the other PRs touch different files and/or broader unrelated workflows. The soft-edge refusals are conservative, and the one accepted pair is supported by matching diffs." + "feedback": "The summary is well grounded in the packet and stays conservative on the non-duplicate pairs. The only accepted soft edge, 46100 vs 46114, is supported by identical ViT test diffs and is mergeable as a single PR for the same change. The rejections for the other pairs are also reasonable given the differing workflow/config/test-harness contexts." }, "evaluator_used": true, "retried": false, @@ -18199,7 +18228,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "257d9ae4e26389b293464ecc26981b22831f22c32914e873529334acee1bc374", + "prepared_review_unit_hash": "ca688edc68e29d5bfe851b71efb4fe2434cd830f75620e020bb95b6399f32ab4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18221,18 +18250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registry plumbing, but they implement different pipelines with different model/test coverage, so they should not be merged as duplicates.", + "summary": "These are related feature PRs with overlapping documentation and pipeline registration changes, but they implement different endpoints and model stacks: Promptable Concept Segmentation vs Promptable Visual Segmentation. They should not be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs implement different pipeline features and different code paths, despite overlapping framework/docs updates.", + "canonical_pr_reason": "No canonical PR: the two pull requests target different concrete pipelines and code paths, despite sharing similar scaffolding and docs updates.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader/more complete representative if one had to pick a single PR, but it still targets a different feature than 43612.", + "best_pr_reason": "If a single representative is needed, PR #43613 is the broader, more central feature addition, but it is not a substitute for #43612 because it implements a different segmentation pipeline.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: Promptable Concept Segmentation and Promptable Visual Segmentation are different features with different pipeline modules, model docs, and tests; the overlap is mostly shared docs/registry plumbing, not the same underlying change." + "reason": "Different features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. Shared docs/test registry changes are not enough to treat them as the same change." } ] }, @@ -18262,7 +18291,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "01e4ba9ece114872880cf4094236e6c77116eff4477cad7f9f748e9cbf99fc63", + "prepared_review_unit_hash": "3361ed5bab0b3be881a0cc396043c2cb028141af7954ebc96fa813e9c9016708", "component_budget": { "node_count": 2, "item_count": 2, @@ -18284,18 +18313,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in src/transformers/trainer.py both add extensibility hooks for custom trainers, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They are related in style, not duplicates.", - "confidence": 0.95, + "summary": "These are two distinct trainer.py PRs: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers/PEFT. They share a file but not the same underlying bug or change, so the soft similarity edge should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out as a duplicate representative; the PRs are independent refactors/hook additions targeting different trainer behaviors.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more concrete trainer behavior change, modifying training_step loss scaling and adding a control property for custom trainers.", + "best_pr_reason": "No single PR cleanly represents a duplicate set here; if forced, 43651 is the more concrete bug fix, but the two PRs are unrelated and should not be merged as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: #43651 changes gradient accumulation loss scaling in training_step, while #43663 refactors signature-column filtering. They do not fix the same bug and would not plausibly be merged into one PR." + "reason": "Different code paths and goals: 43651 adjusts loss scaling during training_step, while 43663 extracts signature column logic for data filtering. Shared filename alone is not enough to treat them as the same change." } ] }, @@ -18325,7 +18354,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "2f40a2cbd0b72e1f830119f1e84b7752d22e2d1d4324ddf01ca29a75260b7253", + "prepared_review_unit_hash": "34696e302b5f754e313160b65fc448d96902b64ad0d11a3f70593e8621df1bab", "component_budget": { "node_count": 2, "item_count": 2, @@ -18347,18 +18376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests touch the same file and both mention NameError in the CLI, but they fix different runtime problems: one adjusts annotations/imports broadly, while the other specifically handles `TypeAdapter` when pydantic is unavailable. They should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two open PRs in the same CLI file, but they address different NameError causes: one is a broader annotations/future-import cleanup, the other is specifically about guarding a TypeAdapter annotation when pydantic is absent. They are related, but not the same underlying fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more canonical fix for the specific `TypeAdapter` NameError reported by its linked issue; its code change is narrowly targeted and directly addresses the missing `TypeAdapter` reference in `serve.py`.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the PRs target different bug conditions and different fixes, despite overlapping in src/transformers/cli/serve.py.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it matches the explicit bug report and makes the precise runtime fix, rather than a broader type-annotation cleanup.", + "best_pr_reason": "PR 43842 is the more specific and self-contained fix for the reported TypeAdapter/pydantic-missing NameError, so it is the better representative of the cluster if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They are not the same underlying change: #43656 fixes annotation/runtime typing issues in `serve.py` more generally, while #43842 specifically imports/quotes `TypeAdapter` to prevent a NameError when pydantic is absent. Same file, different bug." + "reason": "Reject: same file and similar symptom, but the diffs fix different runtime problems. 43656 adds future annotations and type-hint cleanup; 43842 explicitly guards TypeAdapter for missing pydantic. They are not the same concrete bug and could be merged independently." } ] }, @@ -18551,12 +18580,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "f2ab6e2583d4b7127f8753cf8d085d7901cccfef06cf68a654489240509b0527", + "prepared_review_unit_hash": "9742dd65406bb5e173547c1f329ebac77182443b78966945f2be4c0b91fb6d5d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, + "serialized_chars": 84502, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -18564,375 +18593,381 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76934, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad family of output-tracing refactors across unrelated model backbones. I only accept the GPT-Neo pair and the GPT-J/CodeGen family as true duplicates; the rest are same-theme but different code paths/models.", - "confidence": 0.9, + "summary": "This cluster is mostly a broad sweep of model-by-model output-tracing refactors, but only a few PRs are true duplicates within the same concrete code path. The strongest duplicate group is GPT-J/codegen, plus a separate GPT-Neo pair.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J/CodeGen output-tracing refactor family: it touches the same concrete code path as the other GPT-J variants and looks like the most complete/latest version.", + "canonical_pr_reason": "PR #44722 is the best representative because it is the most complete version of the GPT-J/codegen output-tracing refactor, directly overlaps the earlier GPT-J PRs, and is explicitly tied to the tracking issue.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 best represents the duplicate set because it covers the same GPT-J/CodeGen standardized output-tracing change with the broadest scope among the near-duplicates.", + "best_pr_reason": "PR #44722 is the most suitable global canonical PR: it covers the same concrete output-tracing change as the earlier GPT-J work, subsumes the overlapping subsets, and has the broadest applicable diff among the accepted duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same refactor theme only." + "reason": "Different model families (CVT/FNet vs GPT-J); same theme, but not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different backbones and code paths; both are output-tracing refactors but not the same change." + "reason": "Both are output-tracing refactors, but they touch unrelated models and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; these look like duplicate implementations." + "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower subset of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet vs EfficientNet; similar decorator migration, but different model code paths." + "reason": "RegNet vs EfficientNet; same refactor pattern, but separate model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated backbones; not the same bug/change." + "reason": "EfficientNet and GPT-J/codegen are unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same theme, different code." + "reason": "GPT-J/codegen vs EfficientNet; only the refactor pattern is shared." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTaV2; unrelated implementations." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different model code paths." + "reason": "GPT-J/codegen and MGP-STR are different model paths, not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; only broadly related by standardized tracing." + "reason": "GPT-J/codegen vs MPT; same infrastructure idea, different model change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors touching the same model code path and could plausibly be merged into one PR." + "reason": "Both PRs refactor GPT-Neo output tracing in the same model/file and appear to address the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same refactor pattern, but not the same underlying change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model families; not duplicates." + "reason": "GPT-J/codegen and GPT-Neo are separate model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated concrete changes." + "reason": "ResNet and GPT-J/codegen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; same migration style, different code path." + "reason": "MGP-STR vs GPT-J/codegen; same output-tracing theme only." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet refactor vs GPT-J refactor; different model backbones." + "reason": "ResNet and GPT-J are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; not the same change." + "reason": "GPT-Neo and ResNet are different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model implementations." + "reason": "ResNet vs MPT; same refactor style, different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; related theme only." + "reason": "GPT-Neo and GPT-J/codegen are different model-specific PRs." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-Neo vs MGP-STR; not the same underlying bug/change." }, { "left": "pull_request:44071", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "MPT vs Flaubert/XLM-style attention code; different underlying changes." + "reason": "MPT and GPT-J/codegen are unrelated model changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated models." + "reason": "GPT2 and MGP-STR do not share the same concrete code path." }, { - "left": "pull_request:44018", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo refactor vs MGP-STR refactor; same pattern, different path." + "reason": "GPT-J and MGP-STR are different models; only the refactor pattern matches." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "ViLT and Flaubert/XLM are unrelated implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs MPT; not the same concrete bug/change." + "reason": "GPT2 and GPT-J/codegen are separate refactors in different files and models." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 output tracing vs MGP-STR output tracing; different model code." + "reason": "Segformer and LongT5 are unrelated model code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J vs MGP-STR; same broad topic, different models." + "reason": "Segformer and GPT-J/codegen are not the same underlying change." }, { - "left": "pull_request:44098", + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; same tracing idea, but different model internals." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different model families and code paths." + "reason": "MPNet and Flaubert/XLM are different code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not duplicates." + "reason": "GPT2 and GPT-Neo are separate model changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MPT are unrelated implementations." + "reason": "VisualBert and LongT5 are unrelated implementations." }, { - "left": "pull_request:44010", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT touch different model stacks." + "reason": "GPT2 vs MPT; same broad refactor theme only." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert vs VisualBert; different code paths." + "reason": "GPT-J and MGP-STR are not the same concrete bug/change." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44098", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated models." + "reason": "ViLT and Segformer are different model families and code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; same migration idea, not same change." + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; different model code paths." + "reason": "MPNet and LongT5 are unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated backbones." + "reason": "RegNet and GPT-Neo are different concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; not the same change." + "reason": "RegNet and LongT5 are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model implementations." + "reason": "MPT and ImageGPT are separate model refactors." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5; unrelated code paths." + "reason": "TextNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44074", - "accept": false, - "reason": "MPNet and TextNet are different models." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; different refactors." + "reason": "CVT/FNet and LongT5 are different model code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44085", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet vs GPT-J; only the output-tracing pattern matches." + "reason": "CVT/FNet vs Segformer; same pattern, different underlying change." }, { - "left": "pull_request:44059", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are unrelated code paths." + "reason": "SqueezeBert and MPT are unrelated concrete changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and LongT5 are different backbones." + "reason": "SqueezeBert and VisualBert are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 vs GPT-Neo; same kind of refactor but not the same change." + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." }, { - "left": "pull_request:44101", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5; unrelated models." + "reason": "TextNet and LongT5 are unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs Segformer; different model families." + "reason": "SqueezeBert and GPT-Neo are different model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "CVT/FNet vs LongT5; only the output-tracing theme is shared." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "MPT vs SpeechT5; different implementations." + "reason": "CVT/FNet and Segformer are separate concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTaV2; same tracing theme, different code." + "reason": "SqueezeBert and DeBERTa v2 are unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 vs TextNet; not the same underlying change." + "reason": "DeBERTa v2 and TextNet are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J/CodeGen standardized output-tracing refactor and could be collapsed into one PR." + "reason": "Same GPT-J/codegen output-tracing refactor; 44722 is a superset/cleaner continuation of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change on the same code path; the later PR appears to subsume the earlier variant." + "reason": "Both affect GPT-J output tracing in the same file and can plausibly be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; unrelated model code." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet refactor vs ResNet refactor; different backbones." + "reason": "CVT/FNet and RegNet are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated." + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; different code paths." + "reason": "DeBERTa v2 and SpeechT5 are different concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 vs VITS; same output-tracing theme only." + "reason": "DeBERTa v2 and VITS are unrelated model code paths." }, { - "left": "pull_request:44161", - "right": "pull_request:44024", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "LongT5 vs FocalNet; unrelated implementations." + "reason": "FocalNet and ImageGPT are separate model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J/codegen and SpeechT5 are unrelated code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarities. The accepted pairs are the two clear same-family/same-code-path cases (GPT-Neo; GPT-J/CodeGen), and the rejections appropriately avoid merging unrelated backbones or merely similar refactor patterns. No soft-edge verdict overstates the evidence." + "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarities. The accepted soft pairs are limited to the same concrete code paths (GPT-J/codegen and GPT-Neo), and the canonical-pr choice of 44722 is supported by the overlap and later, broader diff. No pair looks incorrectly merged across unrelated bugfixes." }, "evaluator_used": true, "retried": false, @@ -18967,12 +19002,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "5726065c22cdbce04ec255dad8e2f97797601827eb7a80ff801674ea654e3020", + "prepared_review_unit_hash": "daf16ceea4b4340177889dcd187af7ac7f3740d79db9355667f4f5fad644fb08", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, + "serialized_chars": 84502, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -18980,51 +19015,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13064, + "estimated_input_tokens": 3266, + "estimated_eval_tokens": 6788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific refactors around standardized output tracing/capture_outputs, but they touch different model implementations and code paths, so they are similar in theme rather than duplicates.", + "summary": "These PRs are all model-specific output-tracing refactors in different Transformers architectures; they share a common migration pattern but do not look like duplicates of the same underlying change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue link, a concrete SpeechT5 code-path refactor, and enough context to stand in for the cluster theme.", + "canonical_pr_reason": "PR 44129 is the best representative: it has an explicit issue target, touches one concrete model path, and is a clear instance of the standardized output-capture refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR to anchor this cluster because it is the most self-contained and explicitly tied to a tracked issue; the others are separate model-local refactors.", + "best_pr_reason": "PR 44129 is the strongest standalone PR in the set because it is tied to a tracked issue and makes a focused, concrete code-path change rather than a broader template-style migration.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Different model implementations (VisualBert vs TextNet) and different files; same refactor pattern only, not the same bug/change." + "reason": "Same refactor theme, but different models and files (VisualBert vs TextNet). They do not fix the same concrete code path and would not plausibly be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate code paths in different model files; they share the output-tracing refactor theme but not a mergeable duplicate change." + "reason": "Both are standardized output-tracing refactors, but for different architectures (MPNet vs VisualBert) with distinct implementations. Similar intent is not enough to treat them as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both standardize output tracing, but on different models and forward paths, so they are not the same concrete fix." + "reason": "Different model code paths and different files. This is a shared migration pattern, not the same underlying bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific implementations; similar decorator migration does not make them duplicates." + "reason": "RegNet and SqueezeBert are unrelated model implementations. The overlap is only in the output-tracing refactor style, so these are not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different code paths and model internals; they are thematically similar but not the same change." + "reason": "Both touch output handling, but SqueezeBert and SpeechT5 are separate model paths and SpeechT5 also includes an explicit issue-linked refactor. Too broad to merge as one PR." } ] }, @@ -19110,304 +19145,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "abaa187c5d199e446efd5a59db0a580da50cdb29a00539078f1f1a940eef8d9f", + "prepared_review_unit_hash": "dfee81674d6e7d4674dc8ce5c373c61aaa29011681b085726ac31e2c454c9846", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43782, - "estimated_input_tokens": 10946, - "estimated_eval_tokens": 22148 + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43782, - "estimated_input_tokens": 10946, - "estimated_eval_tokens": 22148 + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a family of per-model output-tracing refactors (`can_return_tuple`/`capture_outputs`) across unrelated model implementations, plus one unrelated docs toctree cleanup. These are thematically similar but not duplicate fixes, so I rejected all soft edges.", - "confidence": 0.86, + "summary": "These PRs are all separate, model-specific output-tracing refactors plus one unrelated docs tweak; they share a pattern but not the same underlying bug/change, so none of the soft edges should be merged.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative of the main cluster: it is a central output-tracing refactor, spans multiple related files, and uses the new tracing helpers in a concrete model family.", + "canonical_pr_reason": "PR 44003 is the strongest representative: it applies the tracing refactor across two closely related model implementations and includes the core output-capturing changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest single PR in the set to represent the cluster because it is central to the tracing-refactor theme and touches a broader, more self-contained change than the others.", + "best_pr_reason": "PR 44003 is the best standalone representative of this cluster because it is the most substantial code change and shows the intended tracing pattern clearly.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same code path." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Unrelated model implementations; both are tracing refactors but not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Separate model codepaths (`timm_backbone` vs `mamba/falcon_mamba`); not duplicate work." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different model families; similarity is only in refactoring style." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`mobilenet_v1` and `univnet` are unrelated implementations; no shared bug." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different model codepaths; same broad tracing cleanup pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific refactors." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different encoder/decoder families; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`mobilenet_v1` vs `speech_encoder_decoder`; only the refactor motif matches." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different model families; both touch output tracing but not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Separate architectures and code paths; not a mergeable duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba`; unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different model families; same refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`univnet` and `upernet` are unrelated models, so this is not one bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different codepaths and model families; no shared concrete defect." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Separate model-specific tracing updates, not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`upernet` and `rwkv` are unrelated implementations; only the theme is similar." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different model stacks (`upernet` vs `mamba/falcon_mamba`); not duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated codepaths; no same bug." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`mamba` tracing changes and `codegen` tracing changes are separate fixes in different models." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "`univnet` vs `codegen`; same refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model families and forward paths; same refactor theme, but not the same concrete change." + "reason": "Different architectures and code paths; not a duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "Different model stacks; same tracing refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`depth_anything` vs `superpoint`; not the same bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "Separate model codepaths; no evidence of a shared concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`depth_anything` and `dpr` are unrelated implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "Different encoder-decoder model families; not mergeable as one fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`vision_encoder_decoder` vs `superpoint`; only superficially similar." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "Different model codepaths; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "Unrelated model families; same tracing-refactor style only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "Different model implementations; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`speech_encoder_decoder` vs `dpr`; not the same code path." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`superpoint` and `rwkv` are unrelated model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "Different models and fix scopes; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Same broad tracing-refactor theme, but different model wrappers and code paths; not a single duplicate fix." + "reason": "`rwkv` and `dpr` are separate implementations; not the same underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + "reason": "Model refactor vs docs toctree change; completely different artifact types." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + "reason": "Documentation-only change is unrelated to the model refactor." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + "reason": "Docs toctree fix is unrelated to `univnet` tracing changes." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + "reason": "Documentation navigation change is not the same as the model refactor." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Docs toctree restructuring is unrelated to model output-tracing refactors." + "reason": "`timm_backbone` tracing refactor and docs toctree fix are unrelated." } ] }, @@ -19440,12 +19469,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "3a08399c07d94fb6ccd34807035b18d99e99e13bf647e8eb2740a70ad027b42d", + "prepared_review_unit_hash": "57bef6fbc138897cea445753e6cda5440940dd610da5438d87794d1eb233a484", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, + "serialized_chars": 10910, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19453,7 +19482,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, + "serialized_chars": 10910, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19462,30 +19491,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates; they add three different models/features and only overlap on common Transformers plumbing and docs integration.", - "confidence": 0.98, + "summary": "These are three separate model-integration PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Hugging Face boilerplate files, but they do not appear to fix or add the same underlying model or code-path change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains three distinct model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with different codepaths and artifacts.", + "canonical_pr_reason": "PR #45075 is the broadest and most mature standalone model-integration PR here, but the set is not a duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the most self-contained representative of the group, with a full model package plus conversion and tests, but it is still unrelated to the other two PRs.", + "best_pr_reason": "PR #45075 is the strongest representative by implementation scope and review activity, though it is still unrelated to the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and unrelated functionality: PenguinVL vision-language support vs Voxtral TTS support. Shared auto/docs files are just standard integration scaffolding." + "reason": "Different model additions (PenguinVL vs Voxtral TTS); overlapping auto/doc scaffolding is boilerplate, not the same concrete change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model families and codepaths: PenguinVL vs DeepSeek-OCR-2. Overlap is limited to generic registry/docs files, not the same bug or change." + "reason": "Different models and different functionality (PenguinVL vs DeepSeek-OCR-2); shared integration files do not indicate a single underlying fix or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Distinct model additions for OCR and TTS. They touch common Transformers registration files, but not the same concrete implementation problem." + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS) with only generic transformer integration overlap; not mergeable as one PR for the same change." } ] }, @@ -19515,7 +19544,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "fb21c15f8fa681122e290231f9dd0b600aaa38a2eba7eeca1bc2f7d6e378de39", + "prepared_review_unit_hash": "729e3dfab90aff0c7e876dc347896dfc8f05bbfe7862f6c7790ecf3a9acfd8a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19537,18 +19566,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about fusion, but they target different layers and different code paths: one introduces a generic module-fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They are related features, not duplicates.", - "confidence": 0.93, + "summary": "Related but distinct fusion efforts: one introduces a generic module-fusion API, while the other implements n-to-1 kernel fusion via KernelConfig and integration hooks.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the better cluster representative because it is the more concrete end-to-end fusion feature, with changes spanning model loading/integration and a usage example; PR 44979 is a separate foundational module-fusion API.", + "canonical_pr_reason": "If one PR must be chosen, 45363 is the more complete, end-user-facing implementation of fusion behavior across model loading and integrations.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 has the clearest user-facing behavior and concrete implementation path for kernel-based fusion, making it the best single representative of this cluster.", + "best_pr_reason": "45363 is the stronger representative of the cluster because it contains the broader working feature path, additional integration points, and an example showing actual fused-model usage.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same change: 44979 adds a generic Module Fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion wiring. Different abstractions and code paths, so they should not be merged as duplicates." + "reason": "They are related in the broad fusion area but implement different layers: 44979 adds a generic Module Fusion API, while 45363 wires kernel-config-based n-to-1 fusion into model loading/integrations. They do not appear to fix the same concrete code-path problem and would not plausibly collapse into one PR." } ] }, @@ -19578,7 +19607,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d28221aae625b37665e16e581142cf96e041b3e5207ea7613b069451a7066193", + "prepared_review_unit_hash": "3dbd1467192b96e64383dcc913fc5e0f9b55cd5b390ffdf5d7fddf4a2ec3d446", "component_budget": { "node_count": 2, "item_count": 2, @@ -19600,18 +19629,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError in the same tokenizer code path; 45317 is the more complete change because it adds tests, but they are still duplicate/overlapping fixes.", - "confidence": 0.96, + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds tests but fixes the same concrete code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it targets the same bug as 45086 but includes test coverage and clearer problem framing, making it the more complete representative fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representative of the duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best overall PR choice since it addresses the exact same concrete failure in _patch_mistral_regex and adds validation, while 45086 is a thinner version of the same fix.", + "best_pr_reason": "PR 45317 is the best PR overall because it fully addresses the bug and includes regression tests, while remaining the same underlying change as 45086.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs change the same tokenizer code path to fix the same AttributeError in _patch_mistral_regex, with the same issue target and nearly identical patch semantics; 45317 just adds tests." + "reason": "Same bug, same file, same code-path fix for `_patch_mistral_regex`; 45317 is just the more complete tested version." } ] }, @@ -19641,7 +19670,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "7fc64e8d89cd26392458e300e0a5a00093dfd1c00e535251792d8faa7c3ad5b8", + "prepared_review_unit_hash": "2b30c3b2179c60fa6702a427f2a9fd586ffb50b4d566602d6d0dfefd286decc6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19663,18 +19692,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about NemotronH, but they target different changes: #45115 is a small conversion/mapping and inheritance refactor, while #45569 is a broader model split introducing NemotronHDense/NemotronHSparse, docs, auto-mapping, and tests. They are related, but not the same underlying change.", - "confidence": 0.93, + "summary": "Both pull requests are about Nemotron-H, but they target different changes: one is a narrower conversion/refactor to align Nemotron-H with GraniteMoeHybrid naming, while the other introduces the separate NemotronH Dense/Sparse model split plus docs/tests. They overlap on shared base files, but not the same concrete fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the more complete, end-to-end NemotronH redesign PR: it introduces the new dense/sparse model packages, updates auto mappings, docs, and tests. #45115 is narrower and looks like an implementation detail around conversion mappings/inheritance.", + "canonical_pr_reason": "PR 45569 is the more complete and user-facing change: it adds the NemotronH dense/sparse model split, updates auto-mapping/docs, and includes tests, so it better represents the main line of development in this cluster.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest representative of the cluster because it covers the full user-facing refactor rather than just a supporting code-path change. #45115 alone would not represent the broader NemotronH split.", + "best_pr_reason": "PR 45569 is the strongest representative because it delivers the larger functional refactor and model surface expansion, whereas PR 45115 looks like a narrower preparatory conversion-mapping/inheritance adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same concrete bug/change: #45115 focuses on checkpoint conversion key renaming and class inheritance, while #45569 adds separate dense/sparse model variants plus docs and tests. They would not plausibly be merged as one PR." + "reason": "They share Nemotron-H implementation files, but the goals differ: 45115 focuses on weight/key conversion and GraniteMoeHybrid-compatible inheritance, while 45569 adds the Dense/Sparse model split, docs, and tests. Not the same concrete code-path fix." } ] }, @@ -19704,12 +19733,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "be259e01af10743963a2b3ad1e9dca38924423ba74f80d0c74f23d576c2236c3", + "prepared_review_unit_hash": "a65c21f3d4b28f17c7869b9ed050b624a0f32ca8fb011cb96d16d91f28519061", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19717,7 +19746,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19726,18 +19755,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related feature PRs in the heterogeneous-config/modeling area, but they are not duplicates: one adds per-layer config support, the other adds model/cache-side heterogeneous behavior built on top of it.", + "summary": "Two related but distinct pull requests: one introduces heterogeneous per-layer config support, the other adds broader heterogeneous model/caching/masking support. They share infrastructure files, but they are not the same concrete fix/change and should not be merged as duplicates.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it extends heterogeneous support into cache/modeling paths and appears to subsume the narrower config plumbing work in #45333.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it covers heterogeneous model behavior beyond config plumbing, including cache/model/masking updates and tests, so it is the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative for the cluster because it covers the end-to-end heterogeneous model support rather than only the configuration layer.", + "best_pr_reason": "PR 45332 is the strongest standalone candidate because it addresses the larger end-to-end heterogeneous model support area rather than only the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but different concrete changes: #45333 introduces per-layer configuration plumbing, while #45332 adds model/cache behavior using that plumbing. They are complementary, not the same fix." + "reason": "Related infrastructure, but different scopes: 45333 adds per-layer config support, while 45332 adds heterogeneous model/runtime support. They do not appear to fix the same concrete code-path problem and would not be merged as one PR." } ] }, @@ -19767,7 +19796,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "07cdd4786827860211987acf59deb8c8051d5c49f81dd756a21cc7302e398c6d", + "prepared_review_unit_hash": "cdf6b33c8da6ccf70dbc73ec5cf52542510361bf4b8bc77e3c222ce1383e3546", "component_budget": { "node_count": 2, "item_count": 2, @@ -19789,18 +19818,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two typing-focused PRs with some overlap in modeling_utils/flash attention, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a narrower typing-API/Protocol cleanup.", - "confidence": 0.87, + "summary": "The cluster contains two open typing-related PRs, but they address different changes: one is a broad type-checking sweep across many transformers files, and the other adds internal typing protocols/helpers for specific modeling and PEFT-related code paths. They are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a more coherent, narrowly scoped typing change centered on shared typing helpers and model utility annotations, rather than a broad enablement sweep.", + "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep: it adjusts pyproject type-ignore settings and applies type-checking changes across many core transformers modules, making it the clearest representative of the cluster's main theme.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best overall PR in the cluster: it has a clearer concrete purpose and a tighter change set. PR 45415 is too broad and infrastructure-like to serve as the best representative duplicate target.", + "best_pr_reason": "PR 45415 is the best single representative of the cluster because it is the most comprehensive and umbrella-like typing change, whereas 45425 is a narrower helper/protocol refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related and share a few files, but they do not appear to fix the same concrete code-path problem. 45415 is a wide type-checking pass across many modules; 45425 adds specific typing protocols/helpers for model utility integration. They are related work, not duplicates." + "reason": "Both are typing-related, but they fix different things: 45415 is a broad repo-wide typing enablement pass, while 45425 adds specific protocols and typing helpers for modeling/PEFT integration. Shared files alone do not make them the same underlying change." } ] }, @@ -19837,7 +19866,7 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "c2f792778bee4fe1a60cf980168bf85fcf491669c733d178a15df109b11149a3", + "prepared_review_unit_hash": "8cc3aeff35a14df23118ecf50c49f761518e9859ef4b36deef4d8fc16c8dc490", "component_budget": { "node_count": 5, "item_count": 5, @@ -19859,42 +19888,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only by broad device/parallel test themes, but they do not describe the same underlying bug or change. Most are model- or test-specific fixes in different code paths, so they should not be merged as duplicates.", - "confidence": 0.87, + "summary": "These PRs are only loosely related by device/parallel/test-environment themes; they target different models, subsystems, and change types, so none are true duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear duplicate target for the cluster. If one must be chosen, 45487 is the most concrete runtime bug fix and is broader than the others, which are mostly test-only or unrelated model/device adjustments.", + "canonical_pr_reason": "PR 45487 is the strongest representative: it makes a concrete model-parallel device fix across multiple model implementations and includes targeted tests, unlike the others which are mostly narrower test or expectation tweaks.", "best_issue_reason": null, - "best_pr_reason": "45487 is the strongest representative of an actual code-path fix, but the cluster as a whole is too mixed for a truly good global PR canonical.", + "best_pr_reason": "PR 45487 is the best overall representative because it addresses an actual runtime bug in the model code path, with broader impact and clearer fix intent than the test-only or expectation-only PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are device-placement fixes, but for different model code paths (AltCLIP/ChineseCLIP vs Qwen2 audio). They are not the same underlying bug and would not be merged into one PR." + "reason": "Both concern device placement in parallel/model code, but they fix different models and different code paths (AltCLIP/ChineseCLIP token-type device handling vs Qwen2-Audio audio mask device handling)." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "45487 fixes model-parallel tensor placement in model code, while 46151 only adds XPU expectations in pipeline tests. Different change types and different subsystems." + "reason": "45487 is a model-parallel runtime fix; 46151 only adds XPU expectations to a pipeline test. Shared device-context wording is too broad to be a duplicate." }, { "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "Qwen2 audio runtime fix vs token-classification test expectations; they do not address the same bug or code path." + "reason": "These touch unrelated areas: Qwen2-Audio model code vs token-classification pipeline test expectations. Same general device theme, but not the same bug or change." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "These are both test-related, but one is distributed trainer parity checks and the other is pipeline token-classification expectations. Broadly similar theme, but not the same change." + "reason": "Although both update distributed/test expectations, 46109 changes trainer distributed parity checks while 46151 changes pipeline token-classification expectations; they are different test suites and different behaviors." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Kosmos2.5 integration-test expectations for XPU are unrelated to token-classification pipeline expectations; no shared underlying bug or mergeable change." + "reason": "Both are test-related and mention accelerator expectations, but 46135 is about Kosmos2.5 integration behavior while 46151 is about pipeline token classification outputs; not the same underlying issue." } ] }, @@ -19926,7 +19955,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "9d6eca23646fc55e3cbf63b75f4080a61f0bf0ca9200f2377bf652a19678affc", + "prepared_review_unit_hash": "dfd50dde71fc6b4e8e2e0690ee448000d649ac989842c398b6d3fd102456f7c3", "component_budget": { "node_count": 3, "item_count": 3, @@ -19948,30 +19977,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are near-duplicates for the same Mamba2 seq_len>1 cached-forward bug; the Qwen3.5 PR is unrelated and should stay separate.", - "confidence": 0.97, + "summary": "One PR is unrelated to the other two: the Qwen3.5/OLMo/Qwen3-next cached linear-attention fix is a different model family from the Mamba2 cached-forward bug. The two Mamba2 PRs look like the same underlying seq_len>1 use_cache fix, with 46098 being the fuller version.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the best canonical PR for the Mamba2 bug: it has the clearest title, explicitly references the tracking issue, and includes the code fix plus tests/docs around the same concrete failure mode.", + "canonical_pr_reason": "46098 is the clearest representative of the Mamba2 bug fix: it targets the same issue, touches the same core model/test files as 46084, and appears to be the more complete CPU/GPU correction with added docs.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the strongest representative of the duplicate Mamba2 fix because it targets the exact seq_len>1 cache bug in Mamba2Mixer and appears to subsume the narrower #46084 patch.", + "best_pr_reason": "46098 is the strongest PR to keep: it is the most explicit and complete description of the Mamba2 use_cache seq_len>1 bug, while 46084 is a narrower earlier variant of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and code paths: Qwen3.5/GDN linear attention vs Mamba2 mixer cache handling. They are not the same underlying bug." + "reason": "Different concrete problems in different model families. 45513 is about GDN linear attention cached forward in Qwen/OLMo/Qwen-next, while 46084 is Mamba2 mixer cache handling." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same underlying Mamba2 cache bug for seq_len>1, same issue target, and overlapping files/tests; #46098 looks like a broader version of the same fix." + "reason": "Same underlying Mamba2 use_cache seq_len>1 cached-forward bug, same issue target, and overlapping source/test files; 46098 looks like a broader version of the same code-path fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: PR #45513 is clearly a different model/fix area from the Mamba2 PRs, while #46084 and #46098 both target the same Mamba2 `use_cache`/`seq_len > 1` issue and share the same issue target and files. The duplicate/near-duplicate judgment is conservative and supported by the titles, shared target 46032, and overlapping diff scope. " + "feedback": "The summary is grounded in the packet: PR 45513 is clearly a different model family and problem area than the Mamba2 fixes, while 46084 and 46098 both target issue 46032, touch the same Mamba2 model/test files, and appear to be mergeable variants of the same seq_len>1 use_cache bugfix. The soft-edge verdicts are conservative enough here." }, "evaluator_used": true, "retried": false, @@ -19998,7 +20027,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7ec38683b82858f59d2252211985694ff4f7ad34e821b7fd8ac448f8292bfe42", + "prepared_review_unit_hash": "7d11cac5f4cc89c10cd9cf8f5699d2f167c862eae126a402c819a425b7639f7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20020,18 +20049,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two expert-parallel loading PRs are related at a high level, but they fix different concrete bugs and should not be merged as duplicates. 45662 is the stronger representative of the cluster.", - "confidence": 0.86, + "summary": "Two open PRs in the same expert-parallel loading area, but they fix different failure modes: one preserves distributed config for EP/ZeRO-3 loading via accelerate launch, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the most representative PR here because it targets a specific, concrete failure mode in expert-parallel loading ('experts silently overwritten by rank-0 broadcast') with a focused fix in the loading path.", + "canonical_pr_reason": "No issue links are provided. PR #45662 is the better canonical representative because it addresses a concrete, severe EP correctness bug in the loading path and has the broader codepath impact.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best overall triage choice because it is the most actionable and self-contained fix in the cluster, with a clear bug statement and a direct code-path correction.", + "best_pr_reason": "PR #45662 is the strongest single representative: it fixes expert weights being silently clobbered after sharding, which is a clear correctness issue with a specific loading path and broader impact than the config-serialization tweak in #45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the EP/loading theme, but the bugs differ: 45548 is about preserving distributed_config and exposing has_ep for accelerate/ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during rank-0 broadcast in FSDP2. Different failure modes and code paths." + "reason": "Related only at a broad EP/loading level. #45548 preserves distributed_config and adds has_ep for accelerate/ZeRO-3 loading; #45662 fixes expert params being overwritten after post-shard wrap under FSDP2/rank-0 broadcast. Different bugs and not mergeable as one PR." } ] }, @@ -20061,12 +20090,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7a20459a50cfe92d20c3816ae20d859568aa0cc5c4f7826a1dce4729aeefc3fe", + "prepared_review_unit_hash": "71d52cbe4e62fa3a2af82b7b7e4ed8b57a425ddf61e38b26936d3a0a09349e77", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20074,7 +20103,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20083,18 +20112,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist-related captured_info collision problem around patched testing/debug output. PR 45645 is the more complete candidate because it fixes the producer side and updates CI log collection to handle multiple files, while 45639 is the narrower code-path fix.", - "confidence": 0.88, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR: it addresses the full xdist collision workflow, including the testing_utils filename change and the CI-side aggregation needed to consume multiple captured_info files.", - "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall representative because it covers the underlying bug plus the downstream log handling needed for the fix to work cleanly in CI.", + "summary": "Both PRs address the same xdist/captured_info collision problem tracked by issue 45561; PR 45645 is the broader, more complete version of the same fix, while 45639 is a narrower subset focused on the testing_utils write path.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45561 is the shared explicit tracker for the xdist-safe captured_info bug, which both PRs directly target.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe file handling plus the CI workflow changes needed to consume multiple captured_info files, making it the more complete representative fix.", + "best_issue_reason": "Issue 45561 is the best issue anchor because both PRs explicitly reference it and solve the same underlying captured_info/xdist collision problem.", + "best_pr_reason": "PR 45645 is the best PR candidate since it covers the full end-to-end behavior change, not just the underlying write-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug/change: xdist collisions in captured_info/debug logs. The diffs overlap on the same testing_utils code path, and 45645 plausibly extends 45639 with the CI workflow changes needed for the same fix." + "reason": "Accept: both PRs fix the same concrete captured_info xdist collision bug in transformers testing utilities; 45645 extends 45639 with workflow/log-consumption updates, so they are plausibly mergeable into one PR." } ] }, @@ -20193,7 +20222,7 @@ "pull_request:46069|pull_request:46154", "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "07ced58d7b94b3d5ee2db7dc031707c9be4d43b9a58057a62aa93941c516f8cd", + "prepared_review_unit_hash": "089e7262adbe531f1391b83b08c1d805157b67284d2a64bc382dcc1858a315a4", "component_budget": { "node_count": 3, "item_count": 3, @@ -20215,30 +20244,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-specific PRs adding attn_implementation/SDPA dispatch support. They share a broad theme, but they do not fix the same concrete code path and should not be deduplicated.", - "confidence": 0.96, + "summary": "These are three model-specific PRs adding SDPA/attention-dispatch support for different architectures (ShieldGemma2, CTRL, T5). They share a feature theme, but not the same code path or same underlying fix, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46154 is the most representative exemplar of the cluster: it has a concrete T5 SDPA dispatch implementation plus tests, but the cluster is not a true duplicate set.", + "canonical_pr_reason": "pull_request:46154 is the most representative PR in the cluster because it shows the clearest SDPA-dispatch implementation with accompanying model and test updates, but it is not a duplicate of the others since it targets T5 specifically.", "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the strongest standalone PR in the set because it includes the most complete implementation/test coverage. The others are similarly scoped but for different models, so they are not interchangeable.", + "best_pr_reason": "pull_request:46154 is the strongest standalone PR to keep as a reference for this feature theme; however, the cluster should not be merged as duplicates because the changes are model-specific rather than one shared bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both are attention-dispatch enablement PRs, but for different models (ShieldGemma2 vs CTRL) and different model code paths. Same broad feature, not the same change." + "reason": "Both add attention-dispatch support, but they affect different model implementations (ShieldGemma2 vs CTRL) and would not be merged into one concrete code-path fix." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "ShieldGemma2 image-classification attention dispatch and T5 seq2seq SDPA dispatch are model-specific changes with different implementations and tests, so they are not duplicates." + "reason": "Same broad SDPA feature, but different architectures and files; these are separate model-specific changes, not the same underlying bug or change." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "CTRL and T5 are separate model implementations; both add SDPA dispatch support but touch different architectures and code paths, so they should not be merged as one PR." + "reason": "They both add sdpa dispatch, but for different models (CTRL vs T5) with distinct code paths and tests, so they are not true duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index dbd4e9a4692fe7308049c06c7869c86006fde07f..a0843db5dc9982011b897bf99981fb2b350b6015 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260522t120016z", + "analysis_id": "hybrid-model-20260522t180017z", "archived_artifacts": { - "hybrid": "snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260522T120016Z/analysis-runs/hybrid-model-20260522t120016z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46032-3", + "canonical_pr_number": 46084, + "duplicate_pr_numbers": [ + 46098 + ], + "target_issue_number": 46032, + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46100-2", + "canonical_pr_number": 46100, + "duplicate_pr_numbers": [ + 46114 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "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/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..0adeab8410942aa77333f824461638df93d5efcb --- /dev/null +++ b/snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20282 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260522T180017Z", + "generated_at": "2026-05-22T18:04:18Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "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:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015" + ], + "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:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43716|issue:45685", + 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Only two soft pairs look like true duplicates; the rest are false positives.", + "confidence": 0.82, + "canonical_issue_reason": "The cluster is not a single duplicate set, but if a representative issue is needed, issue 45920 is the broadest active regression report and best subsumes the tokenizer-ID subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative because it is current, broad, and spans the same tokenizer-ID regression family more generally than the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/config attribute failure vs streaming API inference failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend problems: AMD GPU support vs MPS histogram on int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and distinct failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but the model path and backend context differ." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different code paths; 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different subsystems." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are mismatch-style failures, but one is generic mask indexing and the other is device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same broad IndexError flavor, but different model/setup and likely different root causes." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 BERT initialization issue vs generic mask-shape mismatch; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different contexts: mask shape mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Generic indexing mismatch vs Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the specific failures and models differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 + BERT index-out-of-bounds failure; titles differ only by pretrained/non-pretrained wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel bug; different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save mismatch are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime bugs; no shared concrete code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch vs generic mask index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error vs collective mismatch; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but CPU offload incompatibility and meta-to-empty uninitialized memory are distinct failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error vs GPT-OSS MoE TP issue; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP issue vs CustomTrainer keyword mismatch." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 initialization bug is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: dtype mismatch vs invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error vs Mistral tokenizer regex crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but device mismatch and expensive reverse embedding lookup are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility issue vs Qwen-3-8B NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs auto device-map CUDA assert; different failure mechanisms." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both docs regressions, but they reference different removed tasks/commands." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram backend error; not the same issue." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 input embedding unpacking vs GPT-OSS TP failure; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error vs TRL SFT embedding unpacking; different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram backend limitation." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior vs Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3/BERT-ish, but Gemma3 loading and BERT initialization failures are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "vLLM Gemma3 config regression vs Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs mismatches: return_all_scores vs removed run command." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU model support issue vs table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs Qwen3-vl video StopIteration; different paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 broadens the Granite-specific report to more model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs outdated RAG examples docs." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint report vs model implementation loading issue; different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs docs cleanup issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3/vLLM sliding-window config issue vs Qwen3-MoE sliding_window issue; related theme but different concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask/tensor shape mismatch vs BERT ZeRO-3 initialization failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles and descriptions, and the representative issue choice for the tokenizer-ID regression family is reasonable. I don\u2019t see any overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "bdf1b139a9a93a0688ed8f63626f87c45f005be05ffe661facc101bd8ad0b5ea", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38741, + "estimated_input_tokens": 9686, + "estimated_eval_tokens": 19628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster. The only plausible duplicate pair is the two custom-module loading reports around trust_remote_code/save_pretrained; the rest are distinct model-, backend-, or runtime-specific failures.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report: it names the cache-path collision in trust_remote_code for local models, which can explain the related wrong-module loading symptom in issue:45698.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the most actionable and specific report in the cluster; issue:45698 looks like a closely related user-facing symptom of the same loading/cache bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different failures: GLM-4.7-Flash test loading vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated models/tasks: Whisper loading failure vs table-question-answering crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a Torch version compatibility complaint; the other is a pydantic PretrainedConfig regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention runtime/env issues, but one is DeepSpeed ZeRO-3/BertModel and the other is torch 2.4.1 vs transformers 5.8.0 compatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs and code paths; no shared underlying defect." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat, but the model sizes and failure modes differ; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 loading/runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Gemma4 device mismatch are different model-specific issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram kernel error are unrelated backend/model problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing issue is not the same as the MPS Int histogram kernel failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/runtime errors, but they involve different models and different failing operations." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern error are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device-map mismatch are distinct issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the shapes and loading contexts differ; not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as a pydantic PretrainedConfig regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are separate feature/compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm failure is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different quantization/model-weight issues: int4 CUDA memory regression vs tied-weights translation-model bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument breakage is unrelated to the pydantic model-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF support request and Qwen3.5 streaming bug are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch version incompatibility are different classes of problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to a pydantic PretrainedConfig field problem." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage object are different runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different IndexError shapes and different loading paths; not a duplicate." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality issue and Siglip2 nonsensical outputs are related theme-wise but not clearly the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen models and uninitialized rotary embedding memory are different defects." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and TRL embedding unpacking failure are not the same code-path problem." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to incorrect custom-module resolution under trust_remote_code/save_pretrained, consistent with the same dynamic-module cache collision bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback blocking are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug is not the same as broader translation-model tied-weight regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn fallback blocking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:45632 with issue:45698, is a plausible same-bug grouping based on custom-module resolution/cache behavior, and the remaining verdicts are appropriately cautious given the heterogeneous titles and evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:41628|issue:45800", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "286ad67531c2ffba75edc3620bd3accff61f7726eaf642ec45419d445b1df593", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the v5 non-persistent buffer corruption reports. Most other pairs share a broad subsystem or model family but describe different failures/symptoms, so they should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43950 is the most precise, regression-focused report of the non-persistent buffer corruption problem and cleanly subsumes the similar v5 buffer-junk complaint in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it names the concrete loader regression and the affected mechanism (non-persistent buffers) more clearly than the broader variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: Qwen3.5 PagedAttentionCache/linear_attention crash vs tied-weights behavior in translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading mismatch is unrelated to tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion is not the same as a docs typo about a removed command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same underlying problem as translation-model tied weights." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths and symptoms: TRL embedding unpacking vs GraniteMoE invalid method calls." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated documentation issues: cache-strategy typo vs stale run-command docs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and Qwen-3 NVFP4 runtime failure are different failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3 NVFP4 execution error is not the same as a GraniteMoE invalid-method bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers being overwritten/corrupted during loading." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is a different failure mode from buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors and degraded SigLIP2 text embeddings are related only by model family, not by the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different numerical issues: autocast dtype mismatch vs Qwen3.5 RLHF NaN/position_ids fallback problem." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import failure for AutoImageProcessor is unrelated to a torch/transformers version incompatibility report." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Gemma3 loading under ZeRO-3." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are different breakages." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffers, but 45902 is a model-specific meta->to_empty materialization bug, not the same loader corruption regression." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint loading and noisy loading output are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality is unrelated to tokenization changes across transformers versions." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error handling for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is lower text embeddings; too different to merge." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal-memory-access on Qwen3.5 and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are distinct issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5Moe inv_freq initialization on meta->to_empty." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different model-specific problems." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are different training/memory problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "A performance/quality complaint about SigLIP2 is not clearly the same concrete bug as an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific model failing to load are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "DeepSeek detokenization and AMD GPU support failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code field loss is only loosely related to a broad report that recent versions break remote_code models; not the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise versus sleng-bert load failure are different symptoms and likely different causes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are unrelated model/runtime issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are separate model bugs." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram limitation and Gemma4 device-mismatch during forward are different backend/model issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted edge (issue:43950 \u2194 issue:44534) is well supported by the nearly identical v5 non-persistent buffer corruption titles, and the other rejections are generally cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "8af1e1a5b6368bbca91f86b400a8bdb42496a8ee2c66940ed8f1f8780765254b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: it spans unrelated model-loading regressions, tokenizer/docs issues, DeepSpeed/PEFT training bugs, and one bitsandbytes compatibility problem. None of the soft pairs look like confident duplicates of the same underlying change or bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest and most reusable report in the set, centered on recent-version breakage for `remote_code` models; it is the closest thing to an umbrella duplicate target, though the overall cluster is still mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest generalizable symptom statement and is the most plausible dedupe anchor among these mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different failures: Qwen3VL `weight_only=True` loading error vs a generic GLM5 model/topic report; no shared concrete code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing class is unrelated to the bitsandbytes `Int8Params` constructor incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model is not the same bug as flash-attn fallback being blocked by other checks." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "`remote_code` regressions are broader, but this is not the same as a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`TOKENIZER_MAPPING_NAMES` registration failure is a different failure mode from generic `remote_code` model breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "These are separate LoRA/tie-word-embeddings reports with different model versions and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Gemma4 device placement with `device_map=\"auto\"`." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crashing in tokenizer loading is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad `remote_code` loading regression does not match the specific Kimi-K2.5 codec / warning regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "A key error while loading one model is not the same as flash-attn fallback checks blocking kernel selection." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they are not the same documentation bug unless they point to the exact same stale pages." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied `lm_head` weights in Mistral3 is a model-specific tying bug, not a non-persistent buffer corruption regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 on a non-pretrained Bert model is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and generic `remote_code` breakage are distinct model/config paths." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model runtime failure and `_torch_extract_fbank_features()` are not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both involve `_is_hf_initialized`, but one is a bitsandbytes compatibility issue and the other is `init_empty_weights`; these are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training and bitsandbytes initialization incompatibility are unrelated regressions." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad tokenizer error message for Voxtral is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are weight-loading problems, but one is Qwen3-Next ZeRO-3 missing params and the other is Qwen3.5 language_model loading; too different to merge." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch and mask/tensor shape mismatch are entirely different training errors." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "A unit-test loading failure for GLM-4.7-Flash is not the same as NemotronH checkpoint incompatibility." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient NaNs from 3D position ids are unrelated to an `s_aux=None` crash in flash attention integration." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being ineffective with LoRA is a different issue from a missing `supports_gradient_checkpointing` flag on a remote-code model." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention Qwen/DeepSpeed training, but one is weight conversion/loading and the other is GAS gradient averaging; distinct bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility does not match a tokenizer `model_max_length` default issue." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "They share a similar mask-shape wording, but the reports are different instances and not clearly the same underlying tensor mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but one targets specific models in v5.3.0 and the other is a Qwen3-vl-embedding StopIteration error; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "A bad Voxtral error message is unrelated to a separate model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttention cache crash and NemotronH checkpoint loading are different subsystems and symptoms." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `'weight' must be 2-D` is unrelated to image processor handling of void segmentation maps." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF `gpt-oss` support and Phi-tiny-MoE autocast dtype mismatch are different features and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43366|issue:44589", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276" + ], + "prepared_review_unit_hash": "963ce2826aa55552d46b4a62f93bf41f243db9b5ce48a99e0132a2ff17198225", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36680, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate family around the Transformers v5 non-persistent-buffer corruption regression. That subcluster centers more plausibly on issue 43950 than 43644 alone, so the issue-side canon should be phrased as a small duplicate family rather than a uniquely precise single representative.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the clearest anchor because it names the exact failure mode (`register_buffer(persistent=False)` corruption during `from_pretrained()`) and the Transformers 5.x regression; 43644 and 44534 read like shorter rephrasings of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest single representative for the duplicate family because its title is the most explicit about the underlying regression mechanism, but 43644 is also a plausible canonical because it is similarly direct and 44534 is essentially a paraphrase.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and failure modes: Qwen2.5-VL rope indexing vs Qwen3_5MoE rotary inv_freq after meta materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but different bugs: FSDP2 KeyError in attention vs device_map auto device mismatch during forward." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated topics: GGUF support for gpt-oss vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different products and code paths: AudioFlamingo3 batched inference leak vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading issues, but they concern unrelated models and regressions (non-persistent buffers vs Kosmos2.5 long OCR input)." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "No common underlying bug: Qwen3-vl-embedding video StopIteration vs an MPS histogram implementation error in MoE." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class is a different problem from meta-device loading failures across some models." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different feature/bug areas: gpt-oss GGUF support vs float8 storage lookup failure." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different failures and models: torch.compile/SDPA on Bamba vs Flash Attention illegal access on Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and meta-device loading regressions are separate code paths." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Closely related but not the same concrete bug: notebook-specific custom-model initialization vs general custom model initialization." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and subsystems: video inference StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying change: 3d_parallel.py runtime failure vs GGUF architecture support request." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading failures." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping constraints and Gemma4 PLE device placement are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bug classes: video StopIteration vs mask shape mismatch IndexError." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are not clearly the same concrete bug; one is zero probabilities, the other broader nonsensical outputs plus pipeline/AutoModel behavior." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error on BertModel is unrelated to tokenizer mapping failures in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: ZeRO-3 empty-tensor IndexError vs tokenizer mapping validation behavior." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping validation is unrelated to mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they involve different models and likely different validation rules rather than the same regression." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are effectively the same regression reported twice: Transformers v5 fills non-persistent buffers with junk, with nearly identical wording and scope." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 documentation example errors are related by model name but not clearly the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3-MoE FP8 config failure are separate failure modes." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 discussion and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading while the other is incorrect save_pretrained key handling." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the titles point to different models and no shared concrete bug is established." + }, + { + "left": "issue:44910", + "right": "issue:44918", + "accept": false, + "reason": "Flash-Attention position_ids misinterpretation and TRL SFT embedding unpacking are different code-path problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are generally conservative, but the top-level issue selection is a bit overstated. In the packet, issue 43950 is at least as strong a canonical candidate for the non-persistent-buffer regression: its title explicitly names `register_buffer(persistent=False)` and the same Transformers 5.x corruption behavior. From the metadata alone, 43644 is not clearly the \"most precise\" representative, and the cluster looks closer to a small duplicate family than a single isolated pair. I\u2019d accept if the canonical/best-issue rationale were toned down to reflect that ambiguity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "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:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "4ce8ac05bf6a85e2cc1a5909ded3198b1e669d9b163d5e0e5ff0f134e3b3eac6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38349, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one clear duplicate-like pair around `resize_token_embeddings`; no pull requests to assess.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the broadest, clearest regression report: silent wrong-tokenization for all Granite models in v4\u2192v5, with multiple references and a concrete user-facing failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest representative of the cluster because it is broad, high-impact, and crisply describes a concrete tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resumption step math vs SGD optimizer arguments being ignored." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed/accelerate weight conversion issue is unrelated to GLM-4.7 loading in unit tests." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different tokenizer paths and different model families; not enough evidence of the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but the affected models and failure modes differ." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is junk-filled non-persistent buffers; the other is custom-model initialization in notebooks." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model/pipeline inference regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve quantization/memory, but one is MoE training memory usage and the other is offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA compatibility on hf5.x and Qwen3-VL weight-shape mismatch are separate issues." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory and quantization, but not the same concrete failure." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Chat crash on Qwen3.5-35B and Gemma4Processor serve crash are different code paths and symptoms." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/save-load, but they target different quantization schemes and distinct failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA model compatibility and resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both crash in flash-attention-related code, but the causes are different (position_ids packing vs s_aux=None handling)." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loader bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar symptom, but these are different model families and the evidence is insufficient to call them the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying problems, but they affect different architectures and do not clearly share one code path." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and GLM5 model loading are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer/vocab issues, but they concern different models and different specific failures." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different implementation problems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but one is offloading behavior and the other is reserved-memory/OOM regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights TypeError and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE CPU-offload incompatibility are different issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched leakage and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state handling are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized model loading problems, but they involve different quantization formats and failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM regression and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap/OOM on Strix Halo are different problems." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7 and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: one report is Gemma4-specific, the other is the generic output_embeddings symptom." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap disabling for OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The chosen canonical issue (45812) is well supported by the packet title and references, the summary matches the all-issue set, and the only accepted soft-edge pair (45276/45292) looks plausibly duplicate-like from the titles. No PRs are present to assess." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "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:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:43611|issue:43645", + "issue:43906|issue:44530", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "c99b8293c613d0bb584788d7019177680ef32b1c5b5d7d19f20f8cf00497dbe3", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37127, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster: the only clear duplicate-like pair is the resize_token_embeddings regression (45292/45335). The remaining soft pairs share broad subsystems or model families, but not the same concrete bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the best canonical anchor because it states the general resize_token_embeddings failure, and 45335 reads as a narrower t5gemma manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest global issue candidate in this set: it is specific enough to be actionable yet broad enough to subsume the paired t5gemma report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training stability, but one is a checkpointing/eval-mode limitation and the other is a NaN/SDPA-fallback regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad area, but one is PEFT LoRA checkpointing ineffectiveness and the other is an eval-mode restriction." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save/load is broad, but one is file permission propagation and the other is wrong module reloaded after save." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: video-input regression in Qwen VL models versus strict config blocking granite_speech loading." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash-attention crash on sink-less models versus Gemma4 FSDP2 shared_kv_states issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "One is custom model init in v5, the other is Trainer resume/max_steps calculation; unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model notebook init regression versus save/from_pretrained extra_state handling; not the same failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype-related, but one is autocast on Phi-tiny-MoE and the other is meta-device loading on different models." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug: the generic report and the t5gemma-specific report describe the same missing embedding update." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility versus a model-specific autocast dtype mismatch; too general to be one bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch versus an unspecified ScandiBERT load failure; insufficient evidence they share the same root cause." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: Qwen3 MoE conversion under accelerate/deepspeed versus NemotronH checkpoint loading." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map auto mismatch are unrelated failures." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error versus mmap/OOM on Strix Halo; unrelated bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression versus a tokenizer-behavior change report; not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Broad torch incompatibility versus a Gemma4 device placement bug; different concrete code paths." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue versus Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression and custom model notebook initialization are different custom-model problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue is not enough; the titles point to different runtime failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash versus a compile-time non-template-node TypeError; different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression versus MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is return_all_scores wording and the other is removed pipeline tasks." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure versus Perceiver non-default-resolution inference failure; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/regression reports, but one is Qwen VL video-input regression and the other is a generic mask/tensor indexing error." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical Siglip2 outputs versus ModelOutput key assignment behavior; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Version incompatibility report versus Qwen3.5 TRL embedding unpacking failure; different concrete problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage issue and non-template-node compile error are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is accelerate/deepspeed conversion and the other is a checkpoint shape mismatch; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure versus torch>=2.9 flex_attention compilation failure." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and AutoModelForCausalLM text_config unwrapping are separate serialization/loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly duplicate-like pair identified, issue:45292 and issue:45335, is well supported by the titles as the generic and t5gemma-specific resize_token_embeddings reports. The remaining pairwise rejections are appropriately cautious and do not overstate shared root cause evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:39404|issue:44671", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:40990|issue:43421", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "e430e954f4df4c873b35f325c63d01ec198111dfcc450fff21fa4242c22fdfab", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37541, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues, with a few broad v5 regression reports and several model-specific failures. None of the soft pairs look like the same concrete bug from titles alone, so all are rejected.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s main theme: Transformers 5.0.0 breaking custom model initialization. It best captures the general v5-regression flavor shared by several nearby reports, even though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it is broad, central to the v5 initialization/regression theme, and more representative than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Different products and failures: Whisper pipeline language return vs CamemBERT masked LM predictions." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/prediction regressions, but one is CamemBERT MLM output and the other is tokenizer loading for a specific model; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory concerns, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo; different causes and fixes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline failure are unrelated subsystems." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is not the same as the Qwen video input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are rotary/position-related, but one is XLNet CPU device placement and the other is Qwen3.5 MoE CPU offload compatibility." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are different initialization bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration failure is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch backend_tokenizer crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and different failure paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are separate v5 regressions with different symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch for Mistral-3 is unrelated to template compilation errors." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is not the same as runtime special-token post-processor update behavior." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles point to different audio feature-extraction regressions: unsupported center arg vs _torch_extract_fbank_features issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct errors." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache group-type crash on Qwen3.5." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is different from tokenizer loading failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error for Mixtral is not the same as template compilation failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two model-loading problems, but for different repos/models and different breakpoints; not a duplicate." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are related to Whisper, but they are different code paths and not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash are separate Qwen-family issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying issue." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache.get_seq_length returning a Tensor are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file support breakage and Qwen2.5-GGUF loading failure are related only by GGUF, not by the same failure mode." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized offload failure is different from GGUF loading failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope index scaling bug are different model-specific regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/model initialization paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default bug and MIMI encoder padding-mask bug are different issues in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45987" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020", + "issue:44079|issue:45663" + ], + "prepared_review_unit_hash": "0cc8d56cb7964531b2dc5116dc7fd5c806cbce0346a8a3586ef3615a3e20e3e4", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36688, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regressions. Only one pair looks like a true duplicate: the Qwen3.5 `save_pretrained` visual-encoder key regression. The rest are related in theme but hit different code paths or models.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45216 is the broader report of the Qwen3.5 `save_pretrained` regression, and issue:45357 is a narrower later report of the same incorrect visual-encoder key serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative because it clearly states the regression boundary and covers the underlying `save_pretrained` bug that the follow-up report repeats.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead from per-token GPU syncs is unrelated to `StaticCache.get_seq_length()` returning the wrong type." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage is a different failure mode from non-persistent buffers being filled with junk." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a load-time `lm_head` tying bug and the other is a save-serialization inconsistency." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in v5 is not the same bug as non-persistent buffer corruption." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General load-time noise/warnings are not the same underlying crash as the Mistral tokenizer regex patch failure." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation faults and Qwen3OmniMoe video ValueErrors are distinct multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config loading and template-node compilation failures are unrelated code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 incorrect outputs and OmDet-Turbo image-size mismatch are different model/preprocessing issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch is unrelated to DAC `from_latents` vs forward-pass divergence." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are different failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure for ScandiBERT is not the same bug as the tokenizer backend patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading `physical-intelligence/fast` and patching Mistral tokenizer regex are separate regressions." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` is unrelated to the OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention v5 loading problems, but FP8 config handling and `init_empty_weights` argument incompatibility are different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a later, narrower restatement of the incorrect visual-encoder key saving bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "The `_is_hf_initialized` flag regression is unrelated to disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument conflicts are not the same as a model-loading failure for `physical-intelligence/fast`." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer `add_special_tokens` method/attribute conflict is unrelated to the MobileLLM key-error load failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config issues and missing `Float8_e4m3fnStorage` are different compatibility problems." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window behavior are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "The video-input regression in Qwen models is not the same as still-image temporal position-id scaling in `get_rope_index`." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied `lm_head` weights in Mistral3 are not the same as LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and strict config rejection for `granite_speech` are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflicts are unrelated to the Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader version support, not the same as transformer-load noise." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image prompting failure is unrelated to Qwen2.5-VL rope-index temporal scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading breakage is a different code-path from non-persistent buffer corruption." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "The `_is_hf_initialized` regression and junk-filled buffers are distinct v5 issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the missing float8 storage type." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skipping behavior are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch versions is not the same as broad `remote_code` loading regressions." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared-kv-state rebuilding are unrelated implementation bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The Qwen3.5 `save_pretrained` pair is the only clearly supported duplicate, and the other soft-edge rejections stay within the evidence in the packet without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:44403|issue:44991", + "issue:41553|issue:43582", + "issue:33666|issue:40444", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:43381|issue:45923", + "issue:44829|issue:45479", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43792|issue:43957", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "41c8d117e73ab2825e997955b01f079f14e4ee9dc6c10e79ff265d217f18b962", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated issues. The only strong duplicate-like pair is the Qwen2.5-VL position-id regression pair; everything else is too broad or points to different code paths.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names the specific Qwen2.5-VL `get_rope_index` position-id bug and is broad enough to cover the related video-position-id symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best representative issue because it is specific, actionable, and appears to subsume the closest soft-match companion issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention backend/install behavior around TensorFlow, but one is about missing TF in a torch extra while the other is about tensorboard-only installs; different failures and fixes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer/model loading, but one is about noisy loading logs and the other is a tokenizer failure for a specific model; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: tokenizer error messaging vs an Apple Silicon allocator TypeError." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning; different concrete problems." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Shared theme of special tokens, but one is about runtime post-processor updates and the other is a tokenizer-specific add_special_tokens regression; not clearly the same code-path bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: Video-LLaVA tower weights/temporal attention versus Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are transformers v5 loading issues, but one is about `_is_hf_initialized` during init-empty-weights loading and the other is a float8 storage lookup error; distinct root causes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer regressions, but one is about ignoring `tokenizer.json` and the other about wrong Granite token IDs; different behaviors and likely different fixes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated generation bug versus a VL finetuning failure." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under transformers v5 is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is dequantized model offload loading, the other is MoE training memory usage; too far apart." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is eval-mode gradient checkpointing behavior, the other is a missing support flag on a trust_remote_code model; related area but different bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both can cause degenerate classification training, but the triggers are different: flash_attention_3 versus `num_labels=1`/problem_type handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different internal model behaviors: ModelOutput key assignment versus non-persistent buffer initialization." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is multi-image dataset finetuning and the other is video vision-position-id handling; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is about junk-filled non-persistent buffers in v5, the other about `ModelOutput` key assignment; different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging is unrelated to loading PaddleOCR-VL in vLLM." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` regression and dtype mismatches are different issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report Qwen2.5-VL position-id/rope-index regressions in transformers 5.3.0 and look like symptoms of the same underlying multimodal position-index bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are transformers v5 regressions in model loading/init, but one is about `base_model_prefix` handling and the other about custom model initialization; too broad to treat as one bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: SigLIP2 nonsense outputs versus Perceiver non-default-resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and mechanisms: Qwen2.5-VL rope-index scaling versus Kosmos2.5 OCR long-input index error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports the broad conclusion that most pairs are unrelated, and the only plausible mergeable duplicate-style match is the Qwen2.5-VL position-id/rope-index pair. The non-matching verdicts are generally conservative, and the chosen representative issue is reasonable given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:43262|issue:43746", + "issue:43873|issue:45701", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43317|issue:43873", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:44466|issue:45357", + "issue:41720|issue:43322" + ], + "prepared_review_unit_hash": "1949eb950b5596658bb640a05e8702dded7fdba55383b3307e98c11d5dd96586", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37490, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a heterogeneous mix of unrelated model-loading, tokenizer, multimodal, and device/offload regressions. Only the offloading/quantization pair (43317 \u2194 43873) looks like a plausible duplicate; the rest are too model- or subsystem-specific to merge.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 43873 is the broadest offloading/quantization regression and the clearest duplicate target, with the strongest overlap to 43317.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most representative umbrella issue for the small offload/quantization subcluster and the best canonical choice among these candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a runtime config/tie issue and the other is save_pretrained serialization inconsistency; related theme, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config vs GGUF loading under v5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to a torch 2.4.1 vs transformers 5.8 incompatibility report." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model/runtime regressions, but one is a video-input bug and the other is a device_map forward mismatch on a different model family." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/temporal position indexing." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both concern loading/config behavior in v5, but the root causes are distinct: _is_hf_initialized argument handling vs strict Granite speech config parsing." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures caused by torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading failures, but for different models and no shared concrete code path." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression is unrelated to tokenization version changes." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model groups; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer batching/padding crash is unrelated to torch.export/export-time checks." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is CPU offload/device mismatch and the other is DAC latent/STE behavior." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes, both around device placement but not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight generation/serialization bug is unrelated to Bamba SDPA/torch.compile failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask inconsistency in MIMI and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors and multi-image finetuning failures are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "These describe the same offloading/quantization failure path: device_map auto loading of quantized/dequantized models does not work as expected." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx after v5 update is not the same as failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support and non-default resolution interpolation are distinct issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load quantization breakage are different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to Molmo tied-weights metadata missing." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied weights and BitNet packed-weight unpacking are separate bugs." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure and strict config rejection for granite_speech are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention save_pretrained serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Llava Next segfault are different model-loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair (43317 \u2194 43873) is well supported by the titles/body themes around quantized offloading/device_map, while the other rejections avoid overmerging more loosely related model- or subsystem-specific issues. Canonical choice of 43873 is reasonable as the broader umbrella issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43873|issue:44756", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:43531|issue:43572", + "issue:36010|issue:42617", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "3e3ec6c7fb33027d26f21d8e7acd68d8650159c8821e2865343400b7039b7ced", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft-similarity matches are mostly false positives: they span different models, subsystems, and failure modes (loading, tokenization, quantization, trainer logic, multimodal processors). None of the candidate pairs looks like the same underlying bug or fix, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime-loading/offloading regression in the set, with multiple references and active discussion, so it is the best issue to anchor this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative open issue here because it captures the widest cross-cutting theme (offloading/quantization/device placement) and has the strongest triage activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: a model loading failure versus a tokenizer-loading regression for a specific repo." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different symptoms and code paths: FSDP CPU RAM-efficient loading versus non-persistent buffer initialization." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: auto device mapping cuda assert versus flash-attention generation failure." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: a 3d_parallel.py run issue versus a Qwen3-MoE FP8 config problem." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and root causes: Gemma3n forward variable collision versus Gemma4 device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is a perplexity-quality anomaly, the other is a tokenization regression; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and fixes: Mistral3 weight tying versus Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps logic are separate layers of the stack." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: LayoutLMv2 tokenizer padding/NER crash versus dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "compute_loss signature regression is unrelated to the 3d_parallel.py failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature break and Qwen3-MoE FP8 loading issue do not share the same underlying fix." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Related broad area, but different concrete problems: quantization offloading behavior versus mmap OOM on Strix Halo." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug versus a tokenization-version regression are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA behavior and packed-weight unpacking during accelerate loading are separate bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash from str.to versus Gemma4Processor missing _tokenizer are different failure modes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime issues: Qwen3 auto device mapping assert versus GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression and TRL SFT embedding unpacking are distinct code paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to OmDet processor/model resolution mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile with SDPA and CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizing, but the OmDet processor resolution bug and Perceiver interpolate_pos_encoding failure are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and dequantized model offload loading failure are separate mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer/image-handling regression is not the same as a general tokenization-version change." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels behavior and glm-4v-9b loading failure do not share a root cause." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug versus missing StableLmConfig pad_token_idx are separate issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite tokenizer wrong token IDs are different tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 13, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:43388|issue:45059", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "f531f911e3e4a564a53b302d5bed4d0332d86fbe0bf6ba6a47a0b56ff58b308b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36513, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports with only one clear duplicate pair: the two Qwen2_5_VLProcessor.apply_chat_template crashes. The rest are similar only at a broad subsystem/title level and should not be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44545 is the clearest duplicate target for the Qwen2_5_VLProcessor.apply_chat_template padding=False crash and has slightly more references/activity than issue:44514.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative issue because it matches the exact duplicate report and appears to be the more central discussion thread for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API drift and the other is GPTNeoX rotary_pct reload behavior; different bugs and fixes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal loading failures with different models and error paths; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated problems: FP8 config failure vs Llava Next segmentation fault." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer issues, but different models and failure modes (NER/padding crash vs AttributeError on tasks)." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor update bug is distinct from Granite tokenizer ID regression." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Training metric gathering bug is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different problem from T5 tokenizer load-time method conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different runtime components and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to BarkProcessor voice_preset." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload-adjacent, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA model failure vs tokenizer special-token registration." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is runtime special-token updates and the other is a broad version regression; not clearly the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak are different code-path problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo fix is not the same as stale docs for removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is distinct from from_config text_config unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash path import warning is unrelated to multimodal token counting video-branch undefined names." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updating is different from DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and single-label zero-loss classification are related to classification configs, but not the same concrete bug or fix." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional interpolation and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy and num_labels propagation are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids mismatch are different multimodal failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the duplicate pair between issue:44514 and issue:44545 is clearly supported by identical titles and the reference counts lean slightly toward 44545. The remaining soft-edge verdicts are appropriately conservative and do not overclaim equivalence from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:45588|issue:45759", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:43994|issue:44671", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:43653|issue:43720", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "a41d7707c9bbd4c36be27a23db360b8efed0b16fd000fc6f7d3254b6bdfe1647", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37514, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly title-similar but describe different bugs, models, or code paths. I do not see a defensible canonical issue/PR for deduplication here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading `physical-intelligence/fast` vs PIL image processors requiring torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6, but one is `from_config` text_config unwrapping and the other is CPU-offload rotary embedding support." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer constructor argument bug vs a model load failure for `vesteinn/ScandiBERT`; unrelated root causes." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about `tie_word_embeddings` is unrelated to incorrect visual encoder key saving." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different code path from Qwen multimodal config handling." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking bug vs `trainer.evaluate()` failing after `trainer.train()`; not the same issue." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is a broken SigLIP2 docs example and the other is an OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading vs quantized save/load corruption; different subsystems and fixes." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updating and the other is BigBird mask token registration." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared KV-state bug is unrelated to a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but one is cache loading and the other is an unconditional `model_info()` call in `_patch_mistral_regex`." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs abnormal gradient growth under ZeRO-3; different problems." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Jupyter notebook custom-model initialization." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor update bug vs LayoutLMv2 NER/padding crash; not the same code path." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak and CPU-offload rotary embedding are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 pipeline/model regression vs CamemBERT masked-LM prediction regression; different models and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing error vs `_torch_extract_fbank_features()` issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/codec behavior, but one is a crash on `backend_tokenizer` access and the other is a Kimi tokenizer regression with misleading warnings." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading are different bug classes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec regression vs `list_repo_files` missing `revision` forwarding in CI; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and `GenerationMixin` import failure are completely unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs `add-new-model-like` mapping failure; different areas." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading bug vs DAC latent forward mismatch; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error vs Gemma 3n variable-name collision; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression vs RTDetrV2 output differences; different models and code paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging vs degenerate zero-loss classification behavior; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43550|issue:43819", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43335|issue:43756", + "issue:43322|issue:45685", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:30064|issue:36331", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:44821|issue:45084", + "issue:43421|issue:44811", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:44186|issue:44442" + ], + "prepared_review_unit_hash": "61669612929705b057dab6433502b671f171fabf16097316c802dc2917a5c8cc", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft-similarity pairs span unrelated regressions across tokenizers, vision models, MoE/cache behavior, config loading, and training utilities. I reject all soft edges as non-duplicates. If a representative issue must be chosen, I\u2019d use a broad, well-scoped regression report rather than any of the model-specific bugs.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue exists because the cluster is not a true duplicate set. If forced to pick a representative, issue:43950 is the cleanest standalone regression report (specific transformers 5.x non-persistent buffer corruption) and is more structurally useful than the model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall anchor only as a representative regression bug: it is concrete, reproducible, and broadly relevant. It is not actually a duplicate of the other items, so this is a triage convenience choice, not a merge judgment.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: gather_for_metrics last-batch label trimming vs Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model bugs: Mistral image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different issues entirely: torch.compile/SDPA on Bamba vs DAC.from_latents vs forward-pass mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different products and symptoms: processor.tokenizer/images regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken special-kw conflict vs failure to load a specific tokenizer model." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different architecture bugs: sparse-layer creation in SwitchTransformers vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime failures: Llava Next load segfault vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs StaticCache.get_seq_length return-type contract." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems: LayoutLMv2Tokenizer NER/padding crash vs Perceiver non-default-resolution image classification." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated bugs: BigBirdTokenizer special-token decode issue vs DAC latent conversion mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different paths: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig missing fields." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is an offline model_info call and the other is a tokenizer attribute crash; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Same broad family (Qwen multimodal video), but different models and distinct defects: video input ValueError vs vision_position_ids mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model behavior regressions: Pegasus v4/v5 output differences vs CamemBERT masked LM predictions." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs CustomTrainer.compute_loss unexpected kwarg." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: Blip2 dtype propagation vs Video-LLaVA temporal attention/weight-sharing issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation failure." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different areas: AutoImageProcessor URL loading vs template-node compilation TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers/processing, but one is post-processor updates for special tokens and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 auto device-mapping cuda assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different bug classes: documentation/example errors for SigLIP2 vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Whisper empty transcription after align_special_tokens vs Kosmos2.5 long-input index error." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at a very high level (remote_code regressions), but not the same concrete code-path or fix." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different regressions: corrupted non-persistent buffers vs FSDP_CPU_RAM_EFFICIENT_LOADING broken." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load a specific tokenizer class." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43994", + "issue:44805|issue:44936", + "issue:34634|issue:36010", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "73f2ea53d6f76650fcd3723334a4497ed8bb5cdb6fe158222d37c9477e1fae31", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are thematically related but do not describe the same underlying bug or change, so all should be rejected. No PRs are present in the set.", + "confidence": 0.73, + "canonical_issue_reason": "There is no single true duplicate cluster here; if one issue must serve as an anchor, issue:43825 is the clearest concrete, self-contained report and the best representative of a narrow bug subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the most actionable and specifically scoped issue in the bundle, with a clear user-facing failure mode and a nearby documentation follow-up (43827) that is related but not the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failure modes: Blip2 dtype persistence vs AppleSilicon warmup TypeError; unrelated code paths." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "One is a RoPE implementation discussion, the other is docs still mentioning removed pipelines; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both involve video/vision input, but the affected models and root causes differ: v5.3.0 video regression vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific issues: Bark CPU offload device mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error message text about translation support is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A generic mask shape IndexError is not the same as trainer.evaluate() failing after train(); different subsystems and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failing is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message bug; the other is documentation drift. Related area, but not the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regressions and general tokenization changes are different problems." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing bug is not the same as slow/fast tokenizer inconsistency; one is a specific behavior, the other is broader parity." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and dtype mismatches in other models are distinct failures." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is a different loading bug than the bfloat16 dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE index scaling are separate model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package backend installation issue and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError is unrelated to float16 AMP crashes in LwDetrImageLoss." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading paths with different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer in serve are separate processor/tokenizer issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "These titles do not describe the same bug at all; one is non-informative, the other is an isolated reproduction of another issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting in chat templates and DAC.from_latents mismatch are unrelated audio-model behaviors." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels returning one label and RTDetrV2 output differences are different bugs in different model components." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights warning across layers is not the same as a LoRA fine-tuning warning about tie_word_embeddings." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length behavior are different tokenizer/template issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are distinct bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading MobileLLM-125M key error and remote_code regressions are not the same underlying problem." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different symptoms and scopes: label reduction bug vs MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A video multimodal token-count bug and stale auto_mappings references are unrelated CI/code-maintenance problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 17, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:45459|issue:45803", + "issue:44387|issue:44617", + "issue:43746|issue:44811", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:43257|issue:43329", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43749|issue:44756", + "issue:43606|issue:45859", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "6ffbe8bedea9062ae6719439359bf0e02b35fc115df549c96e07939e870ed97a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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": "These items are mostly unrelated standalone bugs. The only clear duplicate-style match is the Qwen/VLM video regression pair (issue:43329 and issue:44479), which appears to be the same broken video code path. No PRs were provided.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broader umbrella report for the same video-input regression across multiple Qwen VL variants, so it best represents the duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue candidate because it describes the shared regression most broadly and is the most representative of the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: Float8 storage lookup versus PIL image processor torchvision dependency." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: deepspeed zero3/Bert indexing versus trainer.evaluate() after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different loading bugs: gguf_file handling versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different code paths and error surfaces." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory pressure and the other is Sam3Video runtime OOM." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different models/features: local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "One is a GenerationMixin import error; the other is custom model init behavior in Jupyter notebooks." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA in Bamba versus MXFP4 loading fallback in gpt-oss." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC forward/from_latents mismatch versus DiaConfig token ID persistence." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: SigLIP2 docs/model example errors versus gpt-oss quantization fallback." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific inference failures with no clear shared underlying code defect." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE loading/conversion versus multimodal token counting in video branches." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model load issues: weight tying bug versus dtype propagation bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failure modes: packed weight unpacking during accelerate loading versus processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model behavior: zero probabilities versus processor output shape/size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different issues in different areas: Qwen3-MoE sliding window versus image processor torchvision dependency." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer/import-related, but one is an import error and the other is a custom compute_loss signature change." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: Qwen3-MoE loading/conversion versus CUDA OOM for GPT-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio-processing bugs: apply_chat_template sample rate versus batch_decode special-token handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in Qwen/VLM video handling; 43329 pinpoints the broken video token-counting branch and 44479 reports the broader regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Unrelated: local-path import warning versus Qwen3-MoE loading/conversion." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model loading, but they are different APIs and different composite-model issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading versus mmap on Strix Halo." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different execution paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processors, but one is token counting and the other is batched output shape." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Completely different: TrainerState token counting versus GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays cautious overall. The accepted duplicate pair (issue:43329, issue:44479) is plausibly the same Qwen/VLM video regression based on the titles, and the rejected soft pairs are mostly conservative distinctions between different subsystems or failure modes. No PRs were present, which is correctly noted." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:43257|issue:43756", + "issue:44062|issue:44991", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:24643|issue:29159", + "issue:28282|issue:34689", + "issue:44737|issue:45588", + "issue:42175|issue:44938", + "issue:43906|issue:45381", + "issue:43404|issue:45987", + "issue:43582|issue:43782", + "issue:42915|issue:43749", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "7362485cb338b1e6ea6901f35bc30972965b45337e6c02ade5c928c639f7611a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer issues that only share superficial wording. The only strong duplicate-like pair is the Qwen video-input regression reports; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest/root report for the Qwen video-input regression, spanning multiple affected Qwen VL variants; issue:45381 is a narrower instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best captures the underlying bug because it describes the regression at the right scope and covers the shared code path behind the narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states output vs a generic tokenization-change report." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated subsystems: init_empty_weights loading error vs PIL backend requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency issue vs TrainerState token-count tracking; no shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: FineGrainedFP8Config on Qwen3Moe vs MobileLLM key error." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage vs AppleSilicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression vs CLIPTokenizer max_length constant; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different issues: RTDetrV2 output mismatch vs save_pretrained key serialization bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading vs tokenizer max_length behavior; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert during auto device mapping vs video-input processing ValueError; different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs bug vs quantization fallback issue; not duplicates." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression; 45381 is a narrower report of the broader 44479 bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counting; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Dependency/backend packaging issue vs missing export for Qwen2.5-VL class; different problems." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantization failure vs tokenizer max-length bug; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen issues: generic video-processing ValueError vs specific video position-id regression." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related but on different Qwen models and different concrete errors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different model-loading dtype issues; no evidence of the same code-path." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/accelerate issue vs Smollm3 RoPE-layer mismatch; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor error vs tokenizer loading failure for a specific model; different root causes." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model vs a Hub API argument-forwarding bug; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs package version bump for PEFT; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error vs init_empty_weights argument mismatch; different loading paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs model loading failure for a specific model; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error vs tokenizer slow/fast inconsistency; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch ImportError vs Llama 3.2 vision model loading regression; different causes." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug vs flash_attention crash on sink-less models; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; no shared root cause." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of a different issue vs Qwen video-input regression; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs StaticCache return-type bug; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon warmup TypeError vs Qwen3VL weight_only loading error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 loading vs FSDP CPU RAM efficient loading regression; distinct issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box-clarity error; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only clearly supported duplicate-like pair is issue:44479 and issue:45381, and the rest of the soft-edge rejections stay conservative rather than overclaiming duplicates. I don\u2019t see any unsupported mergeability claim or evidence inflation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43540|issue:45823", + "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:43493|issue:43994", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:44514|issue:45290" + ], + "prepared_review_unit_hash": "a6fed4442c3661eaf9ee5c3b002e138608aab0f14dd502adc63365864f6b6c6c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; most are broad same-subshell similarities, but the concrete bugs and code paths differ. The strongest standalone issue is the open multi-model tokenizer regression (#45920).", + "confidence": 0.86, + "canonical_issue_reason": "#45920 is the broadest, most actionable report: it spans multiple models, has active discussion/inbound refs, and describes a concrete regression in token ID generation.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 has the widest blast radius and clearest user impact among the issues here, so it is the best representative issue to keep.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-model failures, but they involve different models and different failure modes (SigLIP2 zero probabilities vs Perceiver non-default resolution handling)." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Completely different model families and bugs: Qwen3OmniMoe video processing versus Gemma4 device placement during forward." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading paths and symptoms: init_empty_weights/_is_hf_initialized handling versus AutoImageProcessor URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: BeitImageProcessorFast label reduction versus sequence-classification loss behavior with num_labels=1." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but not clearly the same code-path; one is an HF-vs-JAX implementation discrepancy, the other is an AutoModel/pipeline output issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they are different models and different logic (Smollm3 layer coverage versus Qwen2.5-VL temporal position scaling)." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer regressions: token accounting not updating versus a custom compute_loss signature mismatch." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE config handling, but one is config reload persistence and the other is a type error in validation input parsing." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related errors, but the concrete failures differ: AddedToken argument duplication versus a Mistral regex patch/backend tokenizer crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model loading/test failures with no shared concrete code path." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression versus a tokenizer regex patch crash; unrelated subsystems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is save_pretrained serialization for Qwen3.5 and the other is wrong token IDs from AutoTokenizer across models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but one is about gguf_file/AutoModel loading and the other is a specific model that fails to load; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different failures and likely unrelated root causes: MobileLLM key error versus missing Float8 storage object." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated features: Qwen3-MoE sliding window behavior versus AutoImageProcessor URL loading." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but the mechanisms differ: trust_remote_code AutoConfig return shape versus strict-dropping a Qwen vision config field." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a version requirement bump, the other is stale auto_mappings references breaking CI; unrelated changes." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different areas: RTDetrV2 output drift versus Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict config preventing granite_speech loading." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading failures: DeepSpeed ZeRO-3 model loading versus evaluate() breaking after train()." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated issues: DeepSpeed training runtime error versus LayoutLMv3 box-validation message clarity." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different bugs and code paths: chat template batching versus video vision_position_ids computation." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different loading bugs: gguf_file integration versus Blip2 dtype propagation." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: auxiliary-loss normalization versus FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect model/tokenizer loading, but one is gguf_file support and the other is an offline-mode Mistral regex patch bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/template issues, but one is batched Qwen2.5-VL processing and the other is assistant tool-call handling with no content." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44493|issue:46050", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:30064|issue:33666", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:45491|issue:46002", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43643|issue:44561", + "issue:43646|issue:43749", + "issue:43531|issue:43742", + "issue:43688|issue:45701", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588" + ], + "prepared_review_unit_hash": "252f49c69db94a8d62d564a43c524ff2f815bf1f762f71cfdfe4d1f3e409f361", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a collection of largely unrelated Transformers bug reports. The soft pairs share broad themes, but none look like the same concrete defect or change, so I rejected all of them.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43749 is the strongest representative: it describes a broad, high-impact regression in a core loading path with clear user-facing consequences and substantial discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 stands out as the most representative issue because it is a clearly described regression affecting a widely used feature and appears more central than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model parameter/key anomalies, but one is about unexpected position-id keys while the other is NaNs after checkout/init; different failure modes and likely different root causes." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train and Gemma4 device-mismatch are unrelated code paths; they do not describe the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about the default 50GB shard size, the other about kwargs not reaching cached_file in AutoProcessor; different API concerns." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent serialization bug for lm_head.weight and the other is a v5 translation-model tied-weights issue; not the same concrete defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents/forward mismatch with missing STE is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer API break and the other is a Kimi-K2.5 codec/mistral-regex regression." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset with cache are different generation/cache bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different tokenizer failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "These are separate tokenizer-loading problems for different tokenizer classes and different errors." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and Trainer _gpu_broadcast_one NoneType are unrelated setup/runtime failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch and MacOS bus error on a CLIP model are distinct problems." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and a processor.tokenizer regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error and embedding reinitialization in post_init are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype loading and RTDetrV2 output divergence are unrelated model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token complaints, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window attention and NaNs in classification heads after checkout/init are not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote implementation are different model issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to T5/apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info() call in Mistral regex patch and tokenizer loading failure for EMBEDDIA/est-roberta are different regressions." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available breaking trust_remote_code are separate compatibility issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP_CPU_RAM_EFFICIENT_LOADING broken are both v5-related, but they target different loading pathways and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and loading facebook/MobileLLM-125M key error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and version-dependent tokenization are not the same issue." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow vs fast tokenizer inconsistency and a MacOS bus error on CLIP are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are unrelated tokenizer/config bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and DiaConfig token-ID loss after save/load are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype loading and flash_attention.py crashing on s_aux=None are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 21, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43577|issue:44554", + "issue:43122|issue:43906", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43742|issue:44821", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:33666|issue:36010", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43525|issue:43572", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:43756|issue:44913", + "issue:33666|issue:36331", + "issue:44625|issue:46002", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44568|issue:45812", + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "f3497176e76a7564e75a7eb5245f80023d93ace3b8cd6714428000f3622eb0dd", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated Hugging Face bugs. The only plausible duplicate pair is the two post-v5 config regressions about missing pad-token attributes (Llama4Config vs StableLmConfig).", + "confidence": 0.74, + "canonical_issue_reason": "issue:43525 is the best canonical issue because it describes the broader, more standard pad-token config regression after the v5 update; issue:43572 looks like the same compatibility problem manifested on a different model config.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43525 is the clearest representative of the only near-duplicate theme in the cluster and is the most general/portable formulation of the pad-token regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different regressions: video-input handling vs num_labels propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated problems: torch.compile SDPA failure vs tokenizer AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: device-map cuda assert vs compiled-forward chunked generation mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Distinct issues: BLIP2 dtype loading vs MPS attention correctness." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both concern tokenization, but one is a version-regression report and the other is a reproduction of a different linked issue; same root cause is not established." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer bugs: GPU broadcast NoneType vs token-count tracking." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading failures with different mechanisms and components." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT load failure and Bamba compile failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model key-loading error vs AutoImageProcessor URL loading are separate issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: legacy field loading vs processor/model input-size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized-model persistence; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs import error for GenerationMixin; different layers entirely." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load-time failures, but one is gguf_file handling and the other is a specific model load regression." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: device-map mismatch during forward vs quantized save/load breakage." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight accelerate loading and custom-token-ID loss on save/load are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": true, + "reason": "Both report post-v5 missing pad-token config attributes on different model configs; likely the same shared config compatibility regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch and config token-ID loss after save/load are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Dtype mismatch in eval and auxiliary-loss normalization are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are separate processor bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-state output vs incorrect save_pretrained keys." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer bug and GPTNeoX rotary_pct reload bug are only loosely related by theme." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL training issue and custom compute_loss signature error are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs after init/checkout are different symptoms and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline error-message regression are distinct." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different families and do not clearly share the same code path." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-load failure vs dependency-version bump are not duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example errors and core implementation discrepancy are different problem types." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pair (issue:43525 / issue:43572) is plausibly a shared v5 config regression around missing pad-token attributes, and the other rejected pairs are described with appropriately cautious, title-based reasoning. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 22, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:45803|issue:45987", + "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:43994|issue:44493", + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "1be502d3b9b81c603d6a02cb8e5236d4ef6fd2b9fe235b9c66d1809be5ec4256", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35666, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of mostly unrelated issues across model loading, multimodal processing, generation, config regressions, and CI/test failures. None of the proposed soft pairs look like true duplicates; they usually share only a broad model family or subsystem.", + "confidence": 0.93, + "canonical_issue_reason": "Issue:43257 is the most concrete, code-path-specific bug in the set (Qwen3 MoE loading with accelerate+deepspeed), so it is the best single issue to anchor on if one must pick a representative. The rest of the items are largely orthogonal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43257 is the strongest standalone report: reproducible, narrowly scoped, and tied to a real loading/conversion path. Several others are docs/test or high-level symptom reports with weaker duplicate-candidate value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen multimodal failures: one is a video-input ValueError in Qwen3OmniMoe, the other is a flash-attention generation issue in Qwen3.5." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs ZeRO-3 gradient explosion are different bugs and different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing text-only token-id default and the other is a multi-GPU inference OOM." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields, but they affect different models/config classes and different failures." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated code paths: one swallows exceptions in tensor conversion, the other violates a cache-length return-type contract." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer loss in Smollm3 and feature-extract length behavior in qwen3_omni_moe are different issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is a specific model load failure and the other is an offline-mode regression from an unconditional hub call." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluation is not the same as gradient growth under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression for Qwen3VL MoE." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config handling, but one is a missing pad token id and the other is failure to unwrap composite text_config in from_config." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs-example errors and a processor.tokenizer regression are separate problems with different fixes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing model class and failing to resolve Float8 storage are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different failure modes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM on Gemma4 multi-GPU inference is unrelated to a device mismatch in PLE forward." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument during init_empty_weights are separate regressions." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 do not share the same root cause." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error for a CLIP model and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading and CPU-offload device mismatch are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load token-ID corruption and MLukeTokenizer AttributeError are distinct tokenizer issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and empty-transcription Whisper generation after align_special_tokens are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload mismatch bug; the other is a stale CI test failure." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "A legacy-field preset load failure is not the same as a tokenizer special-token registration bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are different regressions." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 producing nonsense outputs and unexpected position-id keys across many models are too different to merge." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version constraint issue are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but continuous-batching crashes from a string/.to issue and KV-cache continuation indexing are distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are completely different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 23, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:29159|issue:32090", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:37428|issue:43957", + "issue:45200|issue:45823", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:44315|issue:44849", + "issue:43572|issue:44987", + "issue:43295|issue:44610", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:43295|issue:43450", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43295|issue:43873", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "238f02d8b68407916ab34150f7db542dd13bd2ba3d511b051c96dbddcd7a3b8c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are distinct bugs across tokenizer, multimodal processing, quantization, loading, and training paths. The soft overlaps are mostly broad topical similarity rather than true duplicates, so I reject all soft edges.", + "confidence": 0.47, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43295 is the broadest multimodal processor/tokenizer regression and the closest match to the few tokenizer/processor-adjacent items here. That said, the cluster is not duplicate-tight overall.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the most representative user-facing regression in the set because it spans a common API break around processor.tokenizer and image-to-tokenizer behavior. It is still only a loose umbrella, not a true cluster duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both are quantization-related, but one is an offloading problem and the other is a save/load corruption bug for sinq; different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer AttributeError and rope-parameter dict/list validation are unrelated failures." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sink-less crash with s_aux=None is unrelated to quantized model persistence after save_pretrained/from_pretrained." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a CUDA OOM are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a tool-call/no-content crash; different edge cases." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a model loading import failure are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn import KeyError on Python 3.13 are different problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check import bug in flex_attention are different issues." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script export failure and SigLIP2 zero probabilities are unrelated model/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import failure and meta-device model loading regression are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is missing mm_token_type_ids defaults and the other is a device placement mismatch during forward." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch do not share the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied in model_init is unrelated to the Qwen3.5 hidden-states regression." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both concern processors, but one is a processor.tokenizer regression and the other is an OmDet-Turbo resolution mismatch; different bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in config and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are different import errors for different missing symbols/modules." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression and batched video shape mismatch are different processor bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope scaling are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization and LoRA merge collapse with extended vocabulary are only loosely related, not the same code-path." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolate_pos_encoding failure and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure and ZeRO-3 gradient drift are distinct training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43975|issue:45520", + "issue:28218|issue:35141", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:37428|issue:44351" + ], + "prepared_review_unit_hash": "b13aecbd2565dfbbc73976ea46b4e88765e50508d01054fb7516564e4a8eae93", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36501, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the soft pairs are mostly title-similarity false positives across unrelated bugs, models, and subsystems.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items cover unrelated regressions in tokenization, multimodal chat templates, import errors, model-specific behavior, and training/runtime issues.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the issues is representative of the whole set because the cluster is heterogeneous rather than one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are different config classes for different model families; likely same symptom, not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different failures: a Janus image-generation test versus a stale paging warning for num_return_sequences." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL symbol versus a DeepSeek detokenization regression; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduction logic." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and Qwen2 OOM with tensor parallelism are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale test failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is zero probabilities on a specific SigLIP2 model and the other is a broader HF-vs-JAX discrepancy; not enough to treat as one bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate speech-tokenizer bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability bug and RT-DETR memory release issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions around pipeline APIs, but they document different changes and are not the same underlying issue." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are unrelated audio bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape issues are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward mismatch and a GraniteSpeech device-override test failure do not share a concrete code path." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different detection-model failures." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a specific flash-attn helper and a broad Torch 2.10 incompatibility report are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are separate training bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and a category-count limit error are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crash on tool-call assistant messages and qwen2.5-vl vision_position_ids are different multimodal paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3_5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different versioning issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:44360|issue:44561", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45310|issue:45478", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43723|issue:44554" + ], + "prepared_review_unit_hash": "6dede5406dd1c4c3a6b796a73aaaf181a07f030adb202dac08f20b610c0fd220", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38149, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with one clear duplicate pair: the two \"Qwen3.5 Moe from_pretrained error\" reports. No PRs are present in the candidate set.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 and issue:45478 describe the same Qwen3.5 Moe from_pretrained failure; 45310 is the better canonical because it appears first and has slightly more context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate because it is the most direct, well-scoped report for the duplicated Qwen3.5 Moe loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: dtype regression in evaluate vs pipeline error-message wording." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different components and failures: Gemma4 token-type defaults vs flash-attention s_aux None crash." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are CI/runtime failures, but one is FlashAttention tests and the other is Trainer broadcast NoneType." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model inference crashes, but the underlying causes differ: unsupported feature-extractor arg vs device-map PLE mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile SDPA issue vs GraniteSpeech stale device override CI test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch vs a broad position-id key warning." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/script parsing bug vs qwen3_omni_moe helper length behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different topics: DSA indexer/ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs BEiT legacy-field loading bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/offload, but the concrete failures differ: sink-less flash_attention crash vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated Transformer internals: SwitchTransformers config vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error surfaces: LayoutLMv3 box validation message vs Trainer GPU broadcast NoneType." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact reported bug and same model/version context; these are duplicate loading-error reports." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization errors are unrelated to BEiTImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors vs a generalized unexpected position-id key warning." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech CI device override stale-test failure." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 behavior regressions, but one is Pegasus output drift and the other is Deepseek tokenizer correctness." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config vs GraniteSpeech CI device-override issue." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a position-id key warning." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM; different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash import warning is distinct from a specific model-loading unit-test failure." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs CUDA AMP float16 crash; different models and failure modes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression vs embedding reinit after resize; not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numerical issues: float16 AMP crash vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but the affected model/code path differs: Pegasus vs Qwen3.5 flash-attention." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code is unrelated to Deepseek tokenizer output changes." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer loading bug, not a missing helper API breakage." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BEiTImageProcessorFast label reduction." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is not the same as qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and MPS attention correctness are unrelated issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is supported by the packet: issues 45310 and 45478 have the same title and clearly describe the same Qwen3.5 Moe from_pretrained regression, with 45310 appearing earlier and containing slightly more detail. The soft-edge verdicts are conservative and do not overclaim equivalence from the available titles/bodies. No PRs are present, so the null PR fields are appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44206", + "issue:44448", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:37428|issue:44987", + "issue:43550|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43927|issue:45698", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:42490|issue:43575", + "issue:45198|issue:45803", + "issue:44857|issue:45588", + "issue:43976|issue:45440", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:25251|issue:32090", + "issue:43065|issue:43994", + "issue:44451|issue:45520" + ], + "prepared_review_unit_hash": "d4e19d0fa44164a83711c501ae2fd79685d22ccc8d9d512670f96b579a8ec10c", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated issue reports across many models and subsystems. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the candidate pairs are superficial text similarities, not the same concrete bug path.", + "canonical_pr_reason": "No PR items are present in the input.", + "best_issue_reason": "No clear global best issue for deduping; the issues cover distinct failures and should remain separate.", + "best_pr_reason": "No PR items are present in the input.", + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: one is a flash-attention import error, the other is a model-loading regression for a specific repo." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper bug are unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different symptoms with different triggers." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize are distinct bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading misbehavior and multi-GPU OOM are different memory-related failures." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert is not the same bug as a multi-GPU OOM." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated defects." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate() are different issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel and torch.jit GeneratorExp export failures are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift and an undefined-name bug in multimodal token counting are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issues do not match the sink-less flash_attention AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention crash are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in FuyuBatchFeature are different problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP/CUDA crash and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility and DeepseekV3MoE divergence are not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking and leftover dummy class leakage are unrelated maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and serve-time missing _tokenizer are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Versioned output differences for Pegasus and lm_head serialization inconsistency are separate model-behavior bugs." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash_attention sinkless crash and Gemma4 PLE device mismatch are distinct forward-pass issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change in eval and gradient-checkpointing prohibition in eval are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import dependency failure and tokenizer protobuf error handling are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg and Qwen video-input regression are not the same underlying defect." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape change and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model-loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44610", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:44871|issue:44977", + "issue:43066|issue:44462", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:33357|issue:39692", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:44265|issue:45198", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "392650b553f17acd09443cf5082bf258cda98c2c947f8ff868aa7e56296b9a7b", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items span many unrelated Transformers bugs across tokenizers, vision, quantization, training, and export. None of the soft pairs are close enough to be treated as the same underlying issue, so no soft merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the best anchor among this set because it is still open, broadly framed, and has the strongest active discussion/inbound attention; it looks like a central user-facing runtime problem rather than a narrow edge-case report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable global issue to keep as the representative triage target: it is active, broadly scoped, and likely to attract related quantization/offloading reports without being tied to a single model or test case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: a dummy Conv2d implementation in Sam3PixelDecoder vs an RT-DETR memory release issue." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: eos_token_id config mismatch vs flash-attention generation breakage." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenization, but one is decoder-type selection and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression is a different code path from rope-parameter conversion TypeError." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as quantized model saving failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to a SigLIP2 documentation example problem." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer is not the same as OOM when using Adafactor with DeepSpeed." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization/offloading malfunction are different behaviors and likely different fixes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMV3 error messaging issue is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline do not match an RT-DETR memory reclamation bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is a different architecture/config issue than DeepseekV3MoE divergence." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to embedding dtype drift during eval." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is not the same as Wav2Vec2 serialization/tokenization failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings in mixed-length batching." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration/empty decode is not the same as AutoTokenizer failing to load a tokenizer class." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-flow bugs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release after deletion." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL export/import symbol is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the GenerationMixin import error." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is a different path from Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor loading/ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "reduce_labels returning one label vs LayoutLMv2Tokenizer NER/padding crash are different tokenizer/image-processor bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44442|issue:45072", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:44464|issue:45491", + "issue:42490|issue:43381", + "issue:43262|issue:44206", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43232|issue:43388", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:33290|issue:34689", + "issue:33290|issue:34567", + "issue:42490|issue:44743", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:33290|issue:35141", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "013aa8bd52595f8814808f653eaa3dbd93cee35ab2c5f788cec5e7759ffb58e1", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers bugs. The soft pairs are only superficially similar, so I would reject all of them. The most representative issue is the broad v5 regression about custom model initialization, which best captures the cluster\u2019s recurring theme of breaking API/model-loading behavior.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43646 is the broadest and most representative report: a Transformers 5.0.0 regression breaking custom model initialization, which aligns with several other v5-era loading/config/init complaints in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to stand in for the cluster because it describes a general framework-level regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failure modes: missing pad_token_id during Qwen3-VL loading vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated subsystems: layoutlmv3 error messaging vs token embedding resizing/post_init reinitialization." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; no shared code-path bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and a categories-cardinality error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is FineGrainedFP8Config handling and the other is weight-shape mismatch loading; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "ImageProcessor reduce_labels bug and AMP/CUDA loss crash are distinct code paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same bug as Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio sampling-rate defaulting and unsupported center argument in a feature extractor are separate preprocessing bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is load-time TP OOM and the other is int4 quantization memory reservation growth; not the same bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad custom-init regression and a model-specific post_init policy issue are not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file/pretrained loading breakage is unrelated to flash_attention s_aux=None failure." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden_states and ModelOutput key assignment semantics are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence from remote implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and degenerate zero-loss classification behavior are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization and metric-label truncation are different parts of the training loop." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but one is a Gemma3TextConfig discrepancy and the other is a missing pad_token_id on Llama4Config; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models and chat-template crashes on tool-call assistant messages are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution image classification failure do not share a code path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM is unrelated to Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in optimizer/deepspeed and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning on local paths and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Missing hidden_states output and torch.compile attention-kernel divergence are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval restriction and quantization/offloading behavior are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 29, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45584", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:34689|issue:36010", + "issue:33290|issue:36331", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43316|issue:44877", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43316|issue:43716", + "issue:43404|issue:43441", + "issue:43550|issue:43701", + "issue:16998|issue:22355", + "issue:43606|issue:43701", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "46a5fdb5a21cf10ab5b0037bc53246316a0f10a43b9e067b16e95e3b8524c2b8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35685, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem (loading, configs, processors, saving/loading), but they describe different concrete bugs or regressions. No soft edge looks mergeable as a single duplicate/fix, and there are no PRs in the set.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical duplicate exists because the items span many unrelated issues; if one anchor is needed, #43749 is the strongest representative due to broad impact, discussion, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 is the best issue to keep as the cluster anchor because it has the clearest regression framing and the most cross-links/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading import failures, but one is a version-specific Llama 3.2 vision breakage and the other is a generic base_model_prefix loading regression; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is an accelerate loading/unpacked-weights problem, the other is AutoTokenizer failing to load a specific tokenizer class; unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init handling and Qwen video-input regression are different models and different bug surfaces." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving models, but one is a weight-shape mismatch on load and the other is an incorrect checkpoint saved by save_pretrained; not the same fix." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to docs still mentioning pipeline() after v5 removals." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized saving failure and wrong custom-module resolution after save_pretrained are both save/load related but are different underlying bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Qwen multimodal text_config unwrapping are separate config-handling problems." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing ReasoningEffort import from mistral_common are distinct import/dependency issues." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are import errors, but one is a specific model regression and the other is a missing GenerationMixin export; not one bug." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "AdaFactor OOM under DeepSpeed and CustomTrainer.compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "CPU RAM efficient loading and Qwen3-VL weight-shape mismatch both occur during loading, but they are different failure modes and fixes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct resetting on reload are separate config serialization issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading problem in an example script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque error are different runtime failures." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are different problems; one is architecture/stub behavior, the other is memory usage." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are processor/input handling bugs, but they affect different Qwen model families and different input paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch import error are entirely unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in processor.tokenizer/image passing is not the same as a docs/error-message mismatch about pipeline translation support." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 loading breakage and a janus image-generation test failure do not share the same bug or fix." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different multimodal config issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Missing lm_head tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete defects." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module import are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different loading/runtime issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 30, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43688", + "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:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:46050" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:44077|issue:44534", + "issue:42617|issue:43575", + "issue:41950|issue:43475", + "issue:43575|issue:43742", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43525|issue:43531", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44479|issue:44734", + "issue:44464|issue:45563", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43827|issue:43994", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "601cfc01bf1c5b3364fa6d9377d018fda4d3a69ecc74b7972fff2b6763075bd5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are heterogeneous and do not form a duplicate cluster. None of the soft pairs describe the same underlying bug or fix, so all soft edges are rejected. The most representative issue is the open multimodal chat-template regression in apply_chat_template.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44521 is the clearest, most actionable bug in the set: it is open, narrowly scoped, and has a concrete multimodal reproduction with user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best standalone issue to anchor the cluster because it is current, specific, and tied to a reproducible API regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve caching, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent states resetting in modular Qwen3.5; different code paths and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init support in patchtsmixer is unrelated to junk-filled non-persistent buffers in v5; no shared bug mechanism." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel launch failure and TP OOM on Qwen2-57B are different problems, with different models and failure modes." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup for video classification is unrelated to a SAM3 video attribute error." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP-induced OOM on a large Qwen model is not the same as a key error when loading MobileLLM-125M." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression and eos_token_id config mismatch are distinct issues in different subsystems." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Missing hidden_states in CLIPVisionModel is unrelated to a Qwen video-input regression." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels; auxiliary-loss normalization is a separate training-loss bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failure and missing model_type in config are different model-loading failures." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config inconsistency is not the same as quantized model breakage after save_pretrained/from_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5 and rotary_pct reload drift are unrelated config/init problems." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field blocking BEiT preset loading and wrong custom module resolution after save/load are different loader failures." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure after token alignment are different failure classes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing crash in serve and missing _tokenizer on Gemma4Processor are different server regressions." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about num_return_sequences is not the same as a crash on empty transcription." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are unrelated configuration issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states omission and load-balancing loss omission are separate model behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is unrelated to the incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure and a Qwen3.5 flash-attention generation bug are not the same code-path problem." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is too underspecified to match the apply_chat_template tool-call crash confidently." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different failures." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Inconsistent generated outputs under compiled forward and a stale warning about num_return_sequences are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script and model loading for Phi-4 multimodal are different issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug and GPTNeoXConfig rotary_pct reload drift do not share a concrete fix." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense with pipeline are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids in Qwen2.5-VL video input are different multimodal regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 31, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:35141|issue:42490", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:36246|issue:41628", + "issue:45276|issue:45584", + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:42175|issue:44279" + ], + "prepared_review_unit_hash": "2335c4643f6bbf64af13d7eed1503f9728067f02005b6b39e96e327e03ab31f6", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster: the only mildly related items are the two token-embedding resize reports, but they still look like separate bugs. I reject all soft edges as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:35141 is the clearest, most general report in the only near-related embedding-resize family, so it is the best canonical issue candidate here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:35141 is the strongest duplicate target among these issues because it describes the underlying bug generically and specifically.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different code paths: Python parsing/import-time error vs flash-attention runtime attribute error." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs category-count limit validation." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen-related issues, but one is a missing import and the other is a chat/model crash; no same bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and symptoms: SAM3 pixel decoder dummy layer vs OmDet processor image-size mismatch." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/post_init bug vs local-path trailing-slash import warning; no overlap in underlying behavior." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab collapse on tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained key handling." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config construction bug vs DeBERTaV2 import parsing error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Qwen3 SDPA/auto-device-map CUDA crash vs local dataset loading failure in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config handling, but one is about optional post_init on patchtsmixer and the other about strict granite_speech loading." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload regression; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility issue vs PyTorch JIT parsing/import problem; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device-placement bug vs Fuyu batch conversion exception handling; different components and fixes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe vs KV-cache indexing crash in transformers serve." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs backend dependency install issue; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Separate CI failures in different models/files; no shared failing code path." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and dataset-loading example failure are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config-validation problems: explicit head_dim rejection vs rope-validation list typing." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation/example errors in SigLIP2 vs local dataset loading failure; not duplicate issues." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model-type config resolution error vs broad exception swallowing; different underlying problems." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 token-resize/output-embedding behavior vs Whisper empty transcription after token alignment; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config defaults/strictness bugs in different models; no shared code path." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 resize_token_embeddings/output_embeddings behavior." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs fbank feature extraction bug; no substantive overlap." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-limit runtime error vs Whisper empty-transcription failure; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for entirely different missing APIs and packages." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug vs notebook syntax error; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/backend installation issue vs generic dependency issue without evidence of the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 32, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44683|issue:45446", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:44016|issue:44220", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:43643|issue:44496", + "issue:44561|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:43976|issue:44987", + "issue:42907|issue:43441", + "issue:42490|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:43526|issue:43901", + "issue:44016|issue:44062", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43335|issue:45593", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:43299|issue:45357" + ], + "prepared_review_unit_hash": "f2f69b2de50ba59639296158eec983e12e125bf9ca23ff676227499086dcfbf8", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct model-loading, config, tokenizer, or docs/test regressions rather than duplicates. No soft-edge pair looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43824 has the strongest activity and external references, making it the best representative of this mixed set, though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the most substantial standalone report here (highest discussion and inbound references), so it is the best issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but they describe different bugs: torch>=2.9 compilation failure vs a bad version check for AuxRequest import." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer NER/padding crash vs KV-cache continuation indexing in serve." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is intermittent import slowness; the other is unsafe sys.modules access. Related area, but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different save/tie-weight problems; not the same underlying regression." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Completely different models and code paths; no shared bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache indexing in serve is unrelated to local trust_remote_code cache-path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code while the other is an unrecognized model_type error." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code-related regressions with different mechanisms and symptoms." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model load failure and a broken auto_mappings CI reference are not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific loading failures with no evidence of the same root cause." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "One is a Python version compatibility problem; the other is a model-loading regression in 5.1.0." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but saving dequantized weights and FlashAttention loading failures are different problems." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local-path warning and leaf-directory cache collisions are different path-handling bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a removed Sam3LiteText config reference are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI-colored loading_report output are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are in flash_attention, but one is a model-specific FlashAttention failure and the other is a sink-less-model AttributeError." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a pipeline docs mismatch." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Config/model_type loading error and unnecessary torchvision dependency for PIL image processors are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing model export and missing image_utils export are both import problems, but they are distinct symbols and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation and missing auxiliary losses are unrelated model-behavior bugs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Model loading for Qwen3VL-MoE and incorrect save_pretrained checkpoints for Qwen3.5 are different regressions." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same problem." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and an unrecognized model config error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is missing model_type and the other is failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:38175|issue:44617", + "issue:43976|issue:45405", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:41950|issue:43650", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43650|issue:45290" + ], + "prepared_review_unit_hash": "e5385ffe114ab67a647e49215c60975d541b64b1bf10c8e5b134f68179c554ff", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35491, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: tokenizer regressions, multimodal/chat-template bugs, model-loading failures, deepspeed issues, docs problems, and CI/import breakages. None of the soft pairs look like the same underlying bug strongly enough to merge, so I would not collapse any pair.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44521 is the strongest standalone report: clear repro, active discussion, multiple inbound references, and a concrete multimodal API failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue in this set because it is specific, actionable, and currently open with the most traction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is about default multimodal sub-config initialization and the other is a missing pad_token_id attribute; different failure modes and code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Shared theme is imports, but 44351 is one missing symbol (HybridCache) while 45278 is a broad post-upgrade import breakage; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different modeling bugs: one is missing load-balancing loss with router logits disabled, the other is a required multimodal token type id defaulting issue." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal/VL behavior, but one is broken assistant masks in chat templates and the other is incorrect rope/position scaling in Qwen2.5-VL." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely different subsystems: torch flex_attention compilation vs TensorBoard/TensorFlow backend detection." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is dtype propagation on BLIP-2 loading; the other is incorrect save_pretrained checkpoint serialization for Qwen3.5." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal models, but one is pipeline processor selection and the other is a device-mapping forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to come from different tokenizer code paths." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different symptoms and components: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated release/dependency complaints: Python version compatibility vs a PEFT minimum-version bump." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue does not match a specific MIN_PEFT_VERSION release problem." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is an outdated pipeline doc parameter reference." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading failures, but for different models and different underlying mechanisms." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No meaningful overlap: one is a vague placeholder issue, the other is an AttentionInterface behavior regression." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers/processors, but 43295 is a regression in processor.tokenizer API access while 44779 is incorrect Deepseek tokenization results." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one ignores tokenizer.json and the other crashes in Mistral regex patching; different concrete bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization metadata mismatch in save_pretrained is not the same as AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Different areas entirely: video-classification processor lookup vs a generic placeholder issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific inference failures: FlashAttention breakage for Ministral-3 vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo-maintenance issues, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the package API." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings not propagating to related embeddings." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization-related, but one is saving failure and the other is loading/dequantized offload failure; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and double optimizer-step calls are different concrete failures." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "No overlap beyond chat-template adjacency; one is a placeholder issue and the other is a specific crash on tool-call assistant messages." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 34, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43262|issue:44521", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "ba14f9d83fad29296ccb97bb43d1a6d9922cdee520ff26a75cd9b21a1f5ee2d0", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad topical similarity (tokenizers, processors, MoE models, loading, etc.) but not the same concrete bug or change. I found no convincing duplicates among the candidates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and feature areas, so there is no single issue that subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the set does not form one duplicate family, so selecting a representative issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decoding vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated: missing processor save files vs a slowdown after upgrading Transformers for data filtering." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths: processor save/export bug vs gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different issues in separate MoE internals: missing rms_norm_eps vs torch.split return-value handling." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs Perceiver non-default-resolution handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but one is Ministral FlashAttention failure and the other is compiled flex_attention on newer torch; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different regressions: AutoTokenizer loading vs ESM2 model breakage." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: optional TensorFlow backend installation vs Python-version compatibility." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different tokenizer/task error vs auxiliary-loss omission." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is sampling-rate defaulting and the other is assistant mask generation for multimodal inputs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different components: CamemBERT masked-LM predictions vs Deepseek tokenizer results." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different regressions: GenerationMixin cache during chunked prefill vs CLIPVisionModel hidden_states output." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as SigLIP2 model/pipeline incorrect outputs." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: loading a specific model repo vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated: sentence-transformers import NameError vs undefined tf backend error." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different issues: missing Qwen2.5-VL class import vs Python version support." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Different video bugs: batched shape bug vs CUDA OOM." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures for different models and attributes; no shared concrete code-path bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different loading/config issues: missing pad_token_id on Llama4Config vs trust_remote_code dropping fields in AutoConfig." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation stale text is unrelated to intermittent import latency." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs Qwen3.5-35B chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI formatting bug and docstring typo are separate maintenance issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker race on captured_info.txt is unrelated to a stale generate() warning." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across branches and the other is base-model loading failure; not the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different loss mechanisms in different models: router load-balancing loss vs D-FINE auxiliary losses." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 35, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43352|issue:45250", + "issue:44246|issue:44871", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:45987|issue:46082", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44987|issue:45459", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "e9808093e0da64dffa67197a83fd2a6644270d12fca4e5877d7a5ac49207a481", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly cross-topic false positives; none looks like the same underlying bug/change. This is a heterogeneous grab bag of issues rather than a true duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44246 is the broadest and most discussion-heavy item here, but the set is too heterogeneous for a real canonical duplicate representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the closest thing to a representative issue because it is broad and active, but it still does not subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different bugs: position_ids buffer handling vs Gemma-4 ZeRO3 from_pretrained loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown is unrelated to unrecognized model/config parsing." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different pipeline paths: video-classification processor lookup vs audio fbank feature extraction." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both Qwen-related, but sliding-window attention and chat crash are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit label reduction bug is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules safety bug is unrelated to pytest-xdist file-race behavior." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific FA2 unsupported warning; the other is a generic FA2 topic." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is trust_remote_code import breakage." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a processor class is unrelated to a ZeRO3 IndexError." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and AMP crash in LwDetrImageLoss are different issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error is unrelated to the reported end-to-end slowdown after upgrade." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are different model/config problems." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline batch-finalization are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite_speech strict-config loading and Qwen3_5MoeVisionConfig field dropping are different model/config issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug is unrelated to generic tokenization changes across versions." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length contract and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to ZeRO3 deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to import latency." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Silent config-field dropping and text_config unwrapping are different composite-config issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure on v5.1.0 is unrelated to protobuf exception masking in tokenizer errors." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 mm_token_type_ids defaults." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 36, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:46077|issue:46123", + "issue:44038|issue:44623", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "bb01e1323dfa22efa87231435c4bc8b1c215b60c479ea861d4530a66de2e9fe5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs do not appear to be true duplicates; most are distinct model-, tokenizer-, generation-, or infrastructure-specific regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression in the set and the closest umbrella for the dominant v5/custom-model initialization breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most representative issue for this cluster because it is general, framework-level, and spans the widest slice of the v5 breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 problems: a dummy Conv2d choice in the pixel decoder vs a model-type mismatch warning in tracker instantiation." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated model families and failure modes: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU inference OOM." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied embeddings, but one is serialization inconsistency while the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and bugs: BigBirdTokenizer special-token registration vs ESM2 being broadly broken." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning bug is not the same as the patchtsmixer post_init policy change." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained/loading issue and the other is duplicate optimizer stepping." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash is a different code path from flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to flash-attention generation malfunction." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are different warnings: tie_word_embeddings config noise vs stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation/cache, but chunked_prefill cache absence and /v1/responses KV indexing are different concrete bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "A weight-shape mismatch on model load is not the same as a tied-weights warning during LoRA fine-tuning." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer issue is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing image_utils import is unrelated to tokenizer error handling when protobuf is absent." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but tokenizer_class metadata mismatch and missing processor files are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "_update_model_kwargs_for_generation after sync_gpus and missing chunked_prefill cache are separate generation-path failures." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: trailing replacement-character decode crash vs codec-handling warning/regression in Kimi-K2.5." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and a large performance slowdown after upgrade are not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage is much broader than the ESM2-specific failure reported here." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Inconsistent eos_token_id configuration is unrelated to AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A missing cache during chunked_prefill is not the same as many import errors after upgrading." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance degradation during filtering is unrelated to duplicate optimizer stepping." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown after upgrade is not the same as a Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 video output attribute loss and Qwen2.5-VL video position-id errors are unrelated video-model bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers hanging on load are not the same issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no evidence of the same gemma4 zero3 from_pretrained failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional-attention mask construction and MaskGenerationPipeline partial-batch handling are different pipeline/model bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 37, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:43873|issue:44945", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:44964|issue:45137", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42222|issue:45200", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "1139214a302da658fc7ff3235cba338eeeab488d10ecdddc62e2c59c4d43dd80", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37232, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports with one clear duplicate pair: the repeated Qwen3ForCausalLM VRAM leak report. The rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is the earlier, more detailed report and it has an exact duplicate in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative of the true duplicate pair in this cluster; it has the clearest wording and richer discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures for different symbols/modules; same general area but not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance vs meta-init incompatibility for a specific model; unrelated root causes." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Sam3 vision encoder attribute error vs tokenizer-mapping registration bug; not the same code path." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id are separate model/config problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 Moe area, but one is a missing config field and the other is a from_pretrained error; not clearly the same fix." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash vs auto-docstring crash from future annotations; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 Moe, but one is a generic from_pretrained error and the other is a specific missing field; too broad to merge." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different names and different fixes." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output mismatch are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM leak report with identical title and same affected model; 42673 is the fuller earlier report." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update issue vs attention-kernel divergence under torch.compile; different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but accuracy regression and save_pretrained failure are distinct problems." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong output vs Qwen3.5 infinite loop on a specific image are unrelated symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Model saving failure and an import error for Qwen2.5 VL are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained issue and Qwen3.5 Moe from_pretrained error touch the same family but not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different namespaces; not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache handling and a Janus image-generation test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package extra dependency omission vs leftover dummy classes in repo checks; different concerns." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked-prefill generation cache issue and attention-kernel branching issue are not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants and different reported failures; too broad to treat as duplicate." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error vs xdist test-file race; no shared code path." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Beit image processor label reduction bug and xdist race are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained-load legacy field issue and xdist race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs router-logits load-balancing loss bug are different changes." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging and nonexistent image_utils import are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and add_special_tokens BOS/EOS regression are different tokenization issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and image_utils import exposure are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization after resize are separate model lifecycle bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval and DeepSpeed deque underflow are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only positive duplicate call, issue:42673 vs issue:43704, is well supported by identical titles and matching model/symptom, and the canonical choice is reasonable. The remaining soft-edge rejections stay appropriately cautious and do not overclaim shared causality." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:42898|issue:45812", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44190|issue:46082", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:22355|issue:28282", + "issue:45071|issue:46082", + "issue:44206|issue:45103", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43723|issue:44977" + ], + "prepared_review_unit_hash": "517e2ab786868edc7dc835c84c9002fa17183e643b88643dcb990eb2be04f278", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38517, + "estimated_input_tokens": 9630, + "estimated_eval_tokens": 19516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad Transformers-v5 similarity, not the same concrete bug. I would not merge any of the proposed soft edges. If one issue must represent the cluster, the Granite tokenizer regression is the best single example because it is concrete, impactful, and well-scoped.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the clearest high-impact regression in the set: it has a specific failure mode, broad model impact, and a concrete tokenizer correctness problem rather than a vague API complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue for triage because it describes a silent correctness regression affecting all Granite models, which is more actionable than the other more generic or peripheral reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: Phi4MultimodalConfig default-init handling vs ModelOutput key assignment when a value was previously None." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve save/load flows, but one is missing processor files on save and the other is a Qwen3.5-MoE from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel branching under torch.compile is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong Granite token IDs; not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to Adafactor OOMs in DeepSpeed." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different symbols, different modules, and different root causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing in serve is unrelated to the auto_docstring crash caused by future annotations." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading in v5 is not the same bug as add_special_tokens failing to add BOS/EOS for one tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions with different symptoms and models; no shared concrete failure path." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change is unrelated to Kimi codec handling and warning logic." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches and remote-code meta-init incompatibility are distinct model-loading issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "A tied-weights warning bug is not the same as a missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump and leftover dummy class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output drift are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer readback and optimizer.step being called twice under DeepSpeed are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy_pt_objects cleanup are both import-surface problems, but not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output changes and AttentionInterface.register behavior changes are different subsystems and failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_config class metadata mismatch are unrelated serialization bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch is unrelated to the DeepSpeed double-step optimizer bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "A multi-label classification example returning empty results is different from a local dataset loading failure in another example script." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect default config initialization is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "An FP8 accuracy issue is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example dataset loading and LlamaConfig validation are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is an FP8 MoE issue and the other is missing processor artifacts; different fixes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow status reporting is unrelated to the Trainer compute_loss signature change." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality limits and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures from different packages/modules with different missing symbols." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job reporting and Llama 3.2 model loading are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are different import/dependency problems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is unrelated to explicit head_dim validation in LlamaConfig." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-not-found import error and MLflow failed-job reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and embedding reinitialization during post_init are different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size default behavior are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:22355|issue:28218" + ], + "prepared_review_unit_hash": "4adf4f2aa035c84a4bc1e0c1ced91139fa229a91e09b44059438ec7c368a3f74", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate pocket is around v5 AutoTokenizer/tokenizer loading regressions; everything else is too far apart in code path and failure mode to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression in the set and best serves as the umbrella for the related v5 AutoTokenizer failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most representative and actionable issue here: it targets the shared tokenizer-loading path that also explains the accepted related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: generation kwargs sync behavior vs a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GLM DSA indexer tensor-splitting bug is unrelated to remote-code checkpoint/meta-initialization incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different models and failures: CLIP hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer reading error and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both are service-facing crashes, but the chat-completions API rejection and Gemma4Processor _tokenizer crash are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/GLM components, but one is tensor splitting and the other is a missing ReLU; not the same underlying defect." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor apply_chat_template batching crash and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer/config regressions, but loading failure and eos_token_id mismatch are different code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated symptoms." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model persistence, but remote-code meta-init incompatibility and incorrect visual encoder keys are distinct failures." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model saving, but dequantized Ministrals/Devstrals saving and sinq round-trip breakage are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": true, + "reason": "Same underlying v5 tokenizer-loading regression: AutoTokenizer/from_pretrained fails to load tokenizers." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to old InternVL2 checkpoint meta-initialization failure." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs on checkout/init are separate training stability problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same concrete failure class: AutoTokenizer/from_pretrained cannot load a tokenizer under v5." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are different missing exports/classes and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 from_pretrained failure are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs in different models: default subconfig initialization vs rotary_pct not persisting on reload." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Tensor-splitting logic and a position_ids docstring typo do not share the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3-VL-Moe loading bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping corruption and missing BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing huggingface_hub symbol is too different from a broad 'many import errors' report to treat as the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync_gpus handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer truncation in Smollm3 and Qwen3-Next tied-weights warning bug are different model-configuration issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop on a specific image are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are different tokenizer bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and extra-space added-token behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug classes by title, and the only accepted pocket around issue:43723 is conservatively justified by the repeated v5 AutoTokenizer/tokenizer-loading failures in related issues. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 40, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:44671|issue:46132", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43784|issue:45600", + "issue:43122|issue:44514", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "2c850dcd099f1268bb1adad679c7221ad5529b907b6a99ab34e245910b5a0da5", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36786, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs only share a broad subsystem (tokenizers, generation, imports, multimodal models, or v5 regressions) but not the same concrete bug or change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "If one issue must anchor the cluster, #43122 is the broadest tokenizer-regression report and is the closest fit to the few tokenizer-related items, but the set is too mixed to be a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43122 is the best single issue to represent the cluster because it describes a concrete version-regression in tokenization behavior, which is the most recurring theme among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different problems: broken transformers env command vs a sentence-transformers import NameError." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is assistant_masks being all zero in multimodal chat templates." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked-LM prediction bug in CamemBERT is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is a from_pretrained mapping bug, while the other is AutoProcessor kwargs propagation to cached_file." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is a different failure mode from NaNs in classification heads after checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API-setting guidance is unrelated to the GlmMoeDsaIndexer torch.split return-value issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers is not the same bug as a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained affect different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing AutoImageProcessor import is not the same as many unrelated import errors after upgrading." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs sync bug and Qwen3.5 recurrent-state reset are different generation paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a save/load bug, not a pipeline-parallelism output bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA config and a wrong position_ids docstring are not the same underlying issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import failure is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "These are both tokenizer-related, but one is general tokenization regression and the other is batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, while loading cjvt/sleng-bert is a model loading issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility in 5.1.0 is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save failure for dequantized models is different from invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning is not the same bug as a missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer behavior, but offset_mapping corruption and multimodal assistant_masks are different outputs and code paths." + }, + { + "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": "Empty multi-label classification results in an example script are not the same as missing mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are separate model lifecycle bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues are unrelated to tokenizer_class being written incorrectly on save_pretrained." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Extra-space tokenization bug and loading hang have no common failing code path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different symptoms; not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and missing HybridCache import are separate import/export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to multi-label classification returning empty results." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained failure and gguf_file breaking from_pretrained are different loading/saving paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe model issues are not the same as FP8 save_pretrained problems, even if both mention MoE." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44351", + "issue:44380", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:43278|issue:44945", + "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:42673|issue:45072", + "issue:43493|issue:45753", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:22355|issue:29127", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43064|issue:43673", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "a61d0c5bbfb8b43a327660a7c5828761a47f675b45fbab3bd67a9d5537c220ec", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35397, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity group of mostly unrelated Transformers issues. The pairs often share broad themes like v5 regressions, tokenization, or import failures, but they describe different concrete code paths and should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set and best matches the cluster\u2019s loose theme of v5 breakages/import regressions, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the clearest high-level framing for an umbrella cluster, but it is still too broad to represent the other reports as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a save_pretrained checkpoint regression and the other is a from_pretrained load error; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure vs a flex_attention version check bug; unrelated causes." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to wrong outputs under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx module import failure vs slow/fast tokenizer inconsistency; different problems." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer behavior regression vs flash-attention generation failure; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 loading is unrelated to bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific multimodal issues with no clear shared failing code path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs broad import-error umbrella; related theme, not duplicate." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type regression and Deepseek tokenization errors are distinct model/path failures." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading issue vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different subsystems: ONNX import path vs LayoutLMv3 error messaging." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig vs GLM-5 RoPE discussion; separate issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads after init/checkpointing." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression vs PyTorch version check bug; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "vitpose import/model breakage vs FlashAttention failure for Ministral-3; different model code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label issue vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings API migration is unrelated to GLM46V multimodal token counting." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments ignored and evaluate-after-train failure are separate trainer bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is a general model bug and the other is a from_pretrained regression; not the same fix." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained writes wrong visual encoder keys, while 45478 is a load-time from_pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output bug vs misleading pipeline error message; different areas." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper issue vs flex_attention import version-check bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and stale num_return_sequences warning are distinct generate() issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention/masking regressions in different models; too broad to merge." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs PyTorch version gating; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:46002" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:44484|issue:45310", + "issue:42617|issue:45341", + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:42490|issue:42673", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "397a20173f97075328bd2a4b7d29f83c1af2fb028f1be57c3cf5dc6006cac533", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35426, + "estimated_input_tokens": 8857, + "estimated_eval_tokens": 17970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are separate import/config/tokenization/model-specific regressions, not duplicates of one another. No soft pair appears to be the same concrete bug/change, so none are merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), capturing the main recurring regression theme better than the narrower one-off model/API bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it has the widest user impact and most generic failure mode among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Both involve tokenizer-related code, but one is a missing mapping fallback and the other is a flash-attention crash on sink-less models; different code paths and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Same model family is not enough here: VRAM leakage in multithreaded dataloaders is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: invalid GenerationConfig for GLM-5 versus flash-attention generation problems for Qwen3.5." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization/tied-weights behavior is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is an unexpected init_empty_weights argument error; the other is a PretrainedConfig type-checking regression. Same release, different bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape handling and missing-torchvision AutoProcessor crash are separate preprocessing issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency minimum-version bump and a flex_attention PyTorch version check bug are not the same underlying change." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a generic bug while the other is a specific xdist race on captured_info.txt; not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; no shared failure mechanism is evident." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different tokenizer internals bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and surfaces: missing projections in qwen3next versus a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention 3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and stale post-processor updates after runtime special-token edits are both tokenizer issues, but not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A Qwen3.5 multithreading VRAM leak and an Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A chat/completions API rejection and a Qwen3.5 from_pretrained error are different layers of the stack and different failure modes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime failure in 3d_parallel.py is not the same as a small testing_utils bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both mention precision/norm settings, but TF32 API guidance and missing rms_norm_eps causing MLA precision drift are separate issues." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import is a specific export bug; the other is a broad umbrella report about many import errors after upgrading." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local-model import warnings are unrelated to the Qwen3.5 VRAM leak." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video vs sam3_tracker type warning is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and an _torch_extract_fbank_features issue affect different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid generation config and unrecognized model/config.json errors are both config-related, but they are different concrete bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A packaging/dependency backend issue is not the same as VitPose model breakage." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regression reports, but one is a decoder-type mismatch while the other is a broader tokenization-difference complaint; not enough evidence for one underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general request acceptance failure while the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy problems are different numerical precision concerns." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning when compiling bfloat16 models and BLIP2 dtype staying float32 on load are related only by dtype, not by the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 43, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46123" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:45071|issue:45542", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43673|issue:46123", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117" + ], + "prepared_review_unit_hash": "28a40a5bd06d662e4af6c3d2f9cca72c35fa8ad8277b3deeb8d934f9c26e78fb", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39066, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft matches are mostly superficial: they share broad themes like imports, model loading, FlashAttention, or specific model families, but they do not point to the same concrete bug or change. I would not merge any of these pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer problems: unused SGD arguments vs double optimizer stepping under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: generation cache chunked_prefill bug vs a testing_utils issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same family name only; one is missing Qwen3Next projections, the other is a from_pretrained loading error for Qwen3.5 MoE." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max shard size question is unrelated to the Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings warning is not the same as unexpected position-id keys." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: missing AutoImageProcessor import vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both involve GLM, but one is torch.split return handling and the other is RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different code paths: image processor helper missing a method vs MLA q_a_layernorm precision/config issue." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 precision warning is unrelated to a model-type mismatch warning." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression is unrelated to the TensorFlow backend detection problem." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage is unrelated to tokenizer protobuf error masking." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a load-time failure for Ministral-3 and the other is a training-degeneration bug under flash_attention_3." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL weight shape mismatch vs Qwen3Next missing projections." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache during chunked_prefill is unrelated to final-partial-batch dropping in MaskGenerationPipeline." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related Qwen family, but the bugs are different: weight-shape mismatch vs Qwen3-VL-MoE loading issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to the PretrainedConfig typing regression." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings warning is unrelated to gguf_file tokenizer/model loading breakage." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils has nothing to do with testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same as loading physical-intelligence/fast failing on v5.1.0." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warning classes and model families: sam3_tracker mismatch vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor video-model crash is unrelated to the max_shard_size documentation/question issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper and torch.split return handling are different bugs in different GLM/Vision code paths." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different processor-loading failures: missing torchvision vs missing ReasoningEffort import." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different removed/moved symbols from different packages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related bugs: missing rms_norm_eps in MLA vs RoPE implementation concerns." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A config warning about removed tie_embeddings is unrelated to quantized save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings warning is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5MoeVisionConfig field dropping are different config/model bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but one is Qwen3-VL-MoE loading and the other is Qwen3Next layer projections." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding is unrelated to auto_docstring crashes under postponed annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor/torchvision loading crash is unrelated to tokenizer mapping None handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 44, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43299|issue:45753", + "issue:45276|issue:46077", + "issue:42994|issue:44655" + ], + "prepared_review_unit_hash": "e9a28f144a8137f7b9a8ab06530a3332fcf6123a00280d4ecfcfbff89fa3be1d", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad themes like import errors, saving/loading, or attention backends, but not the same concrete bug or code change. No pair is safe to merge as a duplicate.", + "confidence": 0.58, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft pairs do not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the best standalone anchor because it is a concrete, well-scoped regression and sits in the most connected soft-similarity neighborhood among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different failures: missing class import vs AutoProcessor crash without torchvision." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No evidence of the same tokenizer bug; one is a decoder-type issue, the other is just a reproduction of another report." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated models and symptoms: xLSTM training bugs vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different save/load paths: missing embed_tokens weight vs max_shard_size behavior." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-message bug vs saving Pipeline objects; different underlying code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Warning-only precision regression vs hard torch.compile failure on a different model path." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings in different code paths: compile precision warning vs tie_word_embeddings warning." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different problems: unsupported Flash Attention 2.0 vs GPT2 attention scaling ignored under backends." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Completely different bugs: saving dequantized models vs an image-triggered infinite loop." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper runtime failure and mask-generation partial-batch dropping are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different issues entirely: model/attention support vs Python-version compatibility." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling under backends vs AttentionInterface.register changing callable behavior; not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different symptoms and scope: GPT2 backend scaling bug vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs GPT2 attention scaling; unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API rejection vs processor batching crash; different layers and defects." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related MoE/fp8 terminology, but one is save_pretrained and the other is from_pretrained loading." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different errors: Gemma3Config missing vocab_size vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems: xLSTM training bugs vs BEiTImageProcessorFast label reduction." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both mention compilation, but one is a precision warning and the other is a flex_attention failure on new torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning with trailing slash vs bfloat16 compile warning; not the same issue." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different modules and different missing symbols." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other hidden_states; no proof of one underlying fix." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and outputs: CLIP output regression vs GPT2 attention scaling." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a general v5 bug and the other is fp8 inference support; not the same change." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/config bug vs local_files_only network-request bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat endpoint acceptance failure vs apply_chat_template crash on tool-call messages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request rejection and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3-VL-Moe breakage vs sorted state_dict load error." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs on different model outputs and different attributes." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression vs Qwen3.5 image-induced infinite loop; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both Gemma4-related, but one is token embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs saving Pipeline objects; different save_pretrained code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 45, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45850", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:44938|issue:45381", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575" + ], + "prepared_review_unit_hash": "f7eb54917665c72d36ba16fcfd266f5363e4c8d5d68c66d1fcdfa8699d9ec876", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of Transformers v5 regressions and unrelated model/config issues. The best umbrella issue is the broad post-upgrade import-regression report, but none of the soft-edge pairs look like the same concrete bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest representative of the recurring v5 upgrade/import-breakage theme; it reads like an umbrella report rather than a narrow one-off symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful global representative for the cluster because it captures the shared \u2018after upgrade to v5, imports break\u2019 pattern better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs wording about return_all_scores vs a save_pretrained pipeline serialization bug; different API surfaces and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages ('GenerationMixin' vs 'is_offline_mode')." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenization cleanup behavior change and tokenizer decoder type are unrelated regressions." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error vs invalid GenerationConfig; different code paths and fixes." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Both involve ignored settings, but one is optimizer args and the other is attention scaling under SDPA/FlashAttention; not the same bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load failure when state_dict is sorted vs Qwen3.5 save_pretrained producing incorrect checkpoints; different directions and causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and ignored SGD args are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline save_pretrained failure are separate serialization problems." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different model config bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are interpreter/version compatibility reports, but for different Python versions and different underlying failures." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are unrelated config issues." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unsupported Flash Attention and missing auxiliary losses in D-FINE are unrelated model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size and missing pad_token_id are separate config-attribute regressions for different models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions missing and Qwen3.5 checkpoint corruption are different feature regressions." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer vs DeepseekV3MoE divergence are not the same code-path." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing config attribute and a missing load-balancing loss term are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention 2 support error and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache updates and broad import regressions are different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained error are different model-specific load issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict sorting load error and missing deepstack_visual_indexes in Qwen3.5 vision config are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file loading errors and Python 3.13 torch.jit.script parse failures are different import-time failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance regression and occasional slow import reports may rhyme, but they do not describe the same fixable defect." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config attribute loss and FSDP2 optimizer-state mismatch are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regression classes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky tests from missing set_seed and an xdist race on captured_info.txt are different test-infrastructure issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorting-related load error vs incorrect visual encoder keys on save_pretrained are different serialization bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no_grad decoration and a vague 'too many models break' report are not the same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/UMT5 loading failures with different missing or malformed state_dict expectations." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import failure and Qwen2.5-VL video position-id bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache-update autograd safety and Python version compatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and unused optimizer args are different regressions." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Trailing-slash import warning and ignored SGD args are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are both TP-related, but not the same concrete failure 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": 1, + "component_count": 18, + "review_unit_index": 46, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43827", + "issue:43867", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42548|issue:44351", + "issue:43723|issue:44556", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071" + ], + "prepared_review_unit_hash": "497d49770f8ff8d7637ccca971082139c59db6e4bd2d901aff2fbb8241e48b7f", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38150, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issues with only loose overlap around v5 loading regressions and model/API breakages. None of the soft pairs look like the same underlying bug or change, so I would keep them separate.", + "confidence": 0.29, + "canonical_issue_reason": "44556 is the most representative issue in this set because it describes a concrete, user-visible v5 upgrade reload regression affecting checkpoint loading.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the strongest overall issue candidate: it is specific, actionable, and impacts a common load/reload path rather than being a docs/test-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch import and the other is a tokenizer loading regression; different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "One is a state_dict sorting load bug, the other is a save_pretrained shard-size question; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and LwDetr AMP crash are different model/runtime bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: CLIPOutput metadata vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing seed is not the same as a Phi-4 multimodal load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/test failures, but they are separate tests and separate root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures in different code paths; no shared underlying defect is evident." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword collision are unrelated bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression overlap only broadly on loading, not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated features." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA memory/OOM under int4 quantization is a different problem from checkpoint reload failure." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different test utilities issues with no evidence they are the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained support and missing tensor-parallel plan are separate feature gaps." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated changes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "API calls despite local_files_only and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python errors and Chinese-reported data slowdown after upgrade are not the same underlying bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel metadata and the other is a from_pretrained loading error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting after failed training is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tp plan and missing deepstack_visual_indexes are distinct model/config issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but they affect different methods and different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck Sentence Transformers loading and documentation confusion in forward args are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access under local_files_only and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they involve different models and distinct code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and missing image-processor helper are unrelated problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA ReLU discussion have no meaningful overlap." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage is unrelated to the racoon issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are separate regressions." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and the racoon issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor parallel training are different domains and different bugs." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained on Pipeline objects are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are related in area but not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 multimodal model-loading breakage are distinct model-specific failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode export and broken env command are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python errors and type-checking breakage are not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 47, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:41628|issue:44355", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230" + ], + "prepared_review_unit_hash": "7d03c5360ab5defcafdcb63edee6aa750a78f9c463cb31874a4df5147de54508", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38141, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous, but the closest recurring theme is Transformers v5 API/import breakage. Issue 45278 is the best umbrella representative; none of the soft pairs look like true duplicates of the same concrete bug/change, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest and most representative of the recurring v5 breakage/import-regression theme, without being as vague as the catch-all complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant pattern (many import/API regressions after upgrading to v5), even though the cluster is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are v5-era breakage reports, but one is about the `transformers env` command and the other is a missing model import; different code paths and fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different public symbols (`AutoImageProcessor` vs `PreTrainedModel`); too broad to treat as the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about `forward` arguments is unrelated to an `ImportError` for `layer_type_validation`." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The titles are unrelated and do not point to the same model, subsystem, or failure mode." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "A missing import of `layer_type_validation` is not the same issue as the broken `transformers env` command." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated titled issue do not share a concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the other issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache behavior during chunked prefill is unrelated to a typo in cache strategy docs/text." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "An import error for `AutoImageProcessor` is a different problem from errors when running compiled Python files." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and text-classification pipeline docs are different subsystems and different bug classes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training is unrelated to the BeitImageProcessorFast `reduce_labels` bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same concrete bug as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm and a missing ReLU in the DSA indexer are unrelated implementation issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "`processor.save_pretrained(...)` missing files is too specific to merge with a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard/TensorFlow backend error are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe problem and the other is missing `_tp_plan` for tensor parallelism; different fixes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working and unsafe `sys.modules` access are not the same failure." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output errors are unrelated to `PretrainedConfig` type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "A broken CLI command and checkpoint reload incompatibility after upgrade are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-family reports, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; not the same concrete bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a DeepSeekV4 weight-conversion question are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_id` on `Llama4Config` is not the same as broad v5 model breakage." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing `import *` usage and a missing generation cache in chunked prefill are unrelated code changes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading checkpoints in v5, but one is a broad reload regression and the other is a remote-code/meta-init incompatibility; not clearly the same concrete bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy wording is not the same as a broad claim that v5 breaks too many models." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in `StableLmConfig` is a specific config bug, not the same as a generic v5 breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5-regression complaints, but one centers on import errors after upgrade and the other is an unspecific general complaint; too vague to merge as one bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test due to missing `set_seed()` is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow imports are not the same as lazy loading malfunctioning." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file` is unrelated to inverse-sqrt scheduler kwargs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning and Liger Kernel application under `model_init` are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output issues are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH is unrelated to Qwen3-VL bbox hallucination/error." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The `transformers env` command and scheduler kwargs are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading `position_ids` after registering as a buffer is a specific model bug, not a generic report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 48, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:41669|issue:44351", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623" + ], + "prepared_review_unit_hash": "6be9731d5cb0d9f5aa9f861488319da6815ee7f0d7baa5ecda002ac2ff0d6952", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39894, + "estimated_input_tokens": 9974, + "estimated_eval_tokens": 20204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues were grouped together; the only obvious near-duplicate pair is the Qwen3.5 MoE from_pretrained regression report, but the listed soft edges do not describe the same underlying bug closely enough to merge.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45310 is the clearest concrete regression report in the set, and issue:45478 appears to be the later duplicate with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 best represents the cluster\u2019s strongest specific bug report: a versioned from_pretrained failure with a concrete model family and reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Different failures: import-star cleanup/performance issue vs missing HybridCache import error." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated subsystems: scheduler kwargs bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Broad import cleanup issue is not the same as a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo and pipeline-parallelism wrong-output bug are not the same code-path problem." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific GLM46V image-processor AttributeError vs a generic complaint that many models break." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL bbox output issue vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weight-key crash are distinct issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star performance problem is not the same as a scheduler configuration bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command and lazy-loading failure do not share the same concrete fix." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained omission and tied-weight-key AttributeError are different save/load paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; no evidence they are the same bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and scheduler kwargs ignoring timescale are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp bug and scheduler bug are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star usage/perf issue does not match a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama 3.2 vision model loading breakage are not duplicates." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger-kernel application issue is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation correctness." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and a deepseekv4 weight-conversion question are not the same bug/change." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are different issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 config deprecation guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained missing files are separate processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leakage are not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue in MLA is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Unexpected tokenizer behavior across v4/v5 and wrong decoder type in v5 are related to tokenizers but not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and the unrelated placeholder issue titled 'Unemployment' do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the placeholder issue are clearly unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template crash with tool calls are different code paths." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic placeholder issue and broad 'many models break' complaint are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Placeholder issue and testing_utils bug are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import error for layer_type_validation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/Qwen3.5 MoE support is a different request than processor.save_pretrained missing files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 49, + "review_unit_count": 49, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-413", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:43298", + "issue:44230", + "issue:45310" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "1c834b20ca92568e357a81f5e7c32008a3e4301768f5bb9fc146fa229acf6d8a", + "component_budget": { + "node_count": 413, + "item_count": 413, + "soft_pair_count": 1547, + "serialized_chars": 797900, + "estimated_input_tokens": 199475, + "estimated_eval_tokens": 399206 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 5, + "serialized_chars": 5436, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated issues across MLflow reporting, checkpoint/tokenizer loading, tensor-parallel training, audio continuous batching, and Qwen fp8/from_pretrained behavior. The only clear pattern is weak title similarity around loading/inference.", + "confidence": 0.96, + "canonical_issue_reason": "If a representative issue must be chosen, #31515 is the most central hub in the weak soft-similarity graph (it links to #30333, #33453, and #36296), but the set is too heterogeneous to treat it as a real canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#31515 is the best single anchor only because it has the most soft connections and covers the broadest 'loading' theme; however, it is not a good true canonical issue since the surrounding reports describe different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow failure reporting vs slow checkpoint loading are different problems; shared wording around jobs/loading is superficial." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bugs affect different code paths and symptoms." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE inference, but one is fp8 support and the other is a transformers>=5.4.0 from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are different loading issues with no evidence of the same root cause." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 Qwen inference support are distinct capability gaps, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "3028d1b860270971dd78eef5050fc71026c6ee470c340ee0ba0af29fb75111a0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated issues: truncation behavior in tokenization, a ReduceLROnPlateau-like training feature request, and Wav2Vec2 word time offsets. The similarity appears to be superficial keyword overlap rather than the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue exists because the three issues cover different subsystems and requests; none is a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative for the cluster since they do not share a single underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: tokenizer truncation strategy vs. Wav2Vec2 word boundary timing. No shared bug or fix path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: token truncation option vs. learning-rate scheduler functionality. Only superficial wording similarity." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different areas and goals: scheduler feature request vs. extracting word offsets from audio models. 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": 3, + "component_count": 18, + "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": "a3f210db2b77849aa7e026021f533fd87a8f66ab010d6357608e32a147dd801d", + "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": "These are only loosely related by NLP model/tokenizer troubleshooting, but they do not describe the same underlying bug. I would not merge the soft-similar pairs; issue #16618 is the broadest representative of the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "#16618 is the most general and central report here: a concrete model-loading failure rather than a narrow tokenizer mismatch or an auth/error-message issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 best represents the cluster because it captures the broadest user-facing failure mode and is closest to a generic duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "#13244 is about TAPAS tokenization differing from TensorFlow code, while #16618 is a model-loading failure for bert-base-uncased; same domain, different bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a bad auth/download error message for private models, not the same failure as being unable to load bert-base-uncased." + } + ] + }, + "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": 18, + "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": "d5e86ceb27940589e2261ae6a804814ad94cc81bbf71ee6a4511249381104daa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests, not duplicates: one for Flash Attention 2 support and one for GGUF support. They target different capabilities and should remain distinct issues.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue exists here; the two issues request different features for different architectures/formats.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different underlying changes: Flash Attention 2 support vs GGUF support. They share a broad theme of architecture support, but not the same bug or code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "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-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "2e67450dc6adfd65784fb70b7b7c470ef438ed554a420602c4a007bed251f407", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mixed: three near-identical generic translation-template issues look like true duplicates, while the Turkish and Spanish translation requests are separate language-specific issues and should not be merged with them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best canonical issue for the duplicate trio because it is the earliest of the near-identical template issues and matches the same underlying request text.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest overall issue representative among the duplicate template set; the other two template issues are effectively the same request, while the Turkish and Spanish issues are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets; same broad i18n theme, but not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic/template translation issue; not the same concrete change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different requested languages (Turkish vs Spanish), so these are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic template issue as the same underlying change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request versus generic template issue; too broad to merge." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request and generic template issue are not the same concrete bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Nearly identical titles/body structure and same translation-template request; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic translation-template issue with near-identical content; likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical template translation issues with the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three placeholder-title issues are extremely close to each other and plausibly duplicates, while the Turkish and Spanish issues are clearly language-specific and reasonably kept separate. The canonical choice of issue:43834 is also conservative since it is the earliest of the three template issues. Soft-edge verdicts are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "162d950e09455e49aac934af4ad5cc30b5fc11eec460a0f35c6a4dd9ffcd7a42", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a collection of distinct model-request issues with only superficial title overlap (\u201cAdd model\u201d / \u201csupport\u201d). They do not describe the same underlying bug or change, so no soft pair should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 41115 is the closest representative because it is an active, broadly phrased model-architecture request, but the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41115 is the best single representative for this cluster by activity and generality, though it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); same broad \u201cadd model\u201d theme only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are unrelated model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models with different integration work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is vision/detection; LFM2.5 Audio 1.5B is audio, so not the same change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR target different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are separate model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a BERT-like text model; LFM2.5 Audio 1.5B is an audio model." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families, not the same fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models with different implementation needs." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are separate model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap loosely in wording, but they are not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS are unrelated model classes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are different support requests and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are separate TTS model requests, not the same change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are both audio-related but describe different models and implementations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different model families and features." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are separate model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model proposals." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models, not one mergeable fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + } + ] + }, + "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": 18, + "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-37934-10", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46143", + "issue:46144" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:43240|issue:46144", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813", + "issue:42936|issue:43668", + "issue:43717|issue:46144", + "issue:46143|issue:46144" + ], + "prepared_review_unit_hash": "abbf85016386677f2924e99f5bf9bcd841ee881ceefb9ae4e546e8eb402b6dcc", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 10295, + "estimated_input_tokens": 2574, + "estimated_eval_tokens": 5404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster of unrelated model/config/tokenizer issues. The only near-match is the RoFormer pair, but they still describe different defects, so no soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46143 is the best representative because it is the broadest RoFormer bug report and describes the user-facing symptom of missing kwargs propagation; issue:46144 is a narrower attention-implementation detail.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46143 is the strongest cluster anchor: it is concrete, open, and the closest to the only plausible related RoFormer report while still being the more general failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and defect types: Llama4 norm design question vs. ModernBERT config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not reaching loss calculation." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different bugs: ignore_value usage vs. DeepSeek-V4 gating logic." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No shared concrete code path; Mask2Former loss behavior is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated areas: Mask2Former training loss vs. tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Completely different bug class: unused ignore_value vs. a typo in a quantization symbol." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Both mention model plumbing, but one is about kwargs into loss functions and the other about RoFormer attention interface; not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic kwargs forwarding issue does not match a ModernBERT config type-hint typo." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type annotation issue and tokenizer regex warning are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config typing typo is not the same underlying issue as a quantization nomenclature typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different components and symptom types: Mask2Former training logic vs. ModernBERT config typing." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights behavior is unrelated to RoFormer attention interface implementation." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but different concrete defects: kwargs propagation through methods vs. attention implementation not using the attention interface." + } + ] + }, + "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": 18, + "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": "59c094d96466dc53a863f326b3a7bb9823d67eb66780fd9f71b1f9bce38bf84a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one is about block decoding, the other about DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and likely scopes are different enough that neither issue is a duplicate of the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical representative for this cluster because they address different underlying requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different workstreams: block decoding behavior vs adding DeepSeek v3.2 support." + } + ] + }, + "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": 18, + "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": "db3db4a719fbd4170c86e38cdfbd027b0dcf3fab165017f42d50280b55d989fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are related only at a high level (custom trainers / Trainer behavior), but they describe different problems and likely different fixes: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is the more concrete and central trainer-customizability request; 43600 is a separate metric-estimation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the better representative issue for this cluster because it targets a specific Trainer customization gap rather than a narrower FLOPS-reporting edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: `remove_unused_column` behavior versus FLOPS estimation logic. Not the same fixable issue." + } + ] + }, + "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": 18, + "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": "91770ba5902bcdf51a75ab7a7967b2155c4aeb0f0e7f2eef15115fd4b562c331", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a broad level (Qwen model registration in Auto classes), but they target different model families and different auto-class behaviors, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader request and more likely to serve as a canonical issue for Qwen auto-registration coverage, since it asks for model registration in multiple AutoModel classes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the better representative for the cluster because it is the more general registration request; #44405 is a narrower, different feature request for sequence classification on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: they concern different underlying changes. #43684 is about adding Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different auto-class targets mean they would not be merged into one fix." + } + ] + }, + "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": 18, + "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": "7657a1295e6344ff6fe3d84cf018dc398db95dac3e734c95f91f346e06fb6417", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4261, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and were opened in a short time window; issue 43835 has a different title and the packet does not connect it to that cluster. Issue 43845 is the earliest of the matching-title issues and is a reasonable canonical representative.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43845 is the earliest of the exact-title \"huggingface \" issues and best represents that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster representative because it matches the other two items by exact title and appears first in the matching trio.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles, and the packet provides no shared files, targets, or body details to link them." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles, with no additional evidence in the packet connecting them." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles, and the packet does not show any shared code-path or duplicate signal." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and created only seconds apart; nothing in the packet distinguishes them as separate issues." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title, and the creation times are still close enough to support a duplicate read with no contrary evidence in the packet." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and close creation times, with no other evidence suggesting different underlying issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is mostly grounded, but the rationale overstates the evidence. The packet only supports that 43845/43846/43859 share the exact title \"huggingface \" and are temporally near each other; it does not support saying they match \"exactly in timing\" or that 43835 is genuinely unrelated. Please keep the verdicts limited to title similarity and close creation times, without implying stronger evidence than the packet provides." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 18, + "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": "71c0cb34ffae99b0747f22ca4046f43da536e35bf1c3cede8202776552b109a7", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to be spam/placeholder issues rather than real duplicate bug reports, so there is no substantive canonical duplicate set to merge.", + "confidence": 0.9, + "canonical_issue_reason": "44371 is the earliest of the repeated '' placeholders, so it is the least arbitrary representative if one must be chosen, but the cluster does not contain a real issue to canonicalize.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the most representative only in the narrow sense that it matches other identical '' placeholders and is earliest; it is still not a meaningful issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Identical spam title, but no concrete report or code-path evidence that these are the same underlying issue; they look like separate spam submissions." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same '' placeholder, but there is no substantive description tying them to one bug report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic documentation-suggestion title versus spam placeholder; no evidence of a shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different vague spam/marketing-style title; not the same concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Both are vague, but they do not describe the same underlying bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond being low-information posts; not a duplicate bug report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are identical spam placeholders, but identical title alone is not enough to treat them as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated 'Google LLC' promo-like title; no shared bug/change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated low-information titles with no evidence of a common 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": 13, + "component_count": 18, + "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": "5862a47e2f88e1739a63c1afe9c7e6b10c01ff2189cc6de6aad845b6b2b3d97a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues look very similar and may be duplicates, but the packet only shows identical titles plus soft-similarity evidence; without the bodies, that is not enough to make a definitive duplicate merge call.", + "confidence": 0.73, + "canonical_issue_reason": "If one must be chosen as canonical, issue:45145 is slightly better because it has an inbound reference, giving it marginally more triage signal than issue:45151.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best issue candidate to keep as canonical for now because it is one of the two matching reports and has the stronger reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match exactly, but the packet does not expose the issue bodies, so soft-similarity alone is insufficient to confirm the same underlying issue with confidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. The titles are identical, but the packet does not expose the issue bodies, so \"highly overlapping descriptions\" is not directly supported. The pair only has soft_similarity evidence and deterministic_accept is false, so a duplicate verdict should be framed more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 18, + "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": "cd744a144887566c127fa4fc9ffb7e5d913a23b65fb132719ce7e2e919e34b81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad level (4-bit inference), but they describe different bugs and code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig.llm_int8_skip_modules changes lm_head exclusion handling and triggers an AssertionError. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for a duplicate cluster: the two reports point to different failures. If one must be chosen as the more representative bug report, issue 45674 is broader and more actionable because it describes a configuration regression in BitsAndBytesConfig rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better standalone tracking issue: it states a concrete regression, isolates the trigger, and is likely easier to fix and verify. Issue 45672 is narrower and model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: one is a Gemma4/audio uint8 weight dtype failure in torch.finfo(), the other is a BitsAndBytesConfig exclusion-list regression causing an AssertionError. Same broad area, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "78f6891b3cbed2aa2ba780be392ec9cf71a5358c5b26125356f64795cdec6dd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are extremely low-signal and look like unrelated name/date entries rather than duplicate bug reports. I would not cluster them as the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45762 is the better representative only because it was created first; neither issue contains enough technical detail to justify a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45762 is the most suitable placeholder canonical within this pair due to earlier creation time, but the cluster should not be treated as a real duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different titles with no bodies, filenames, targets, or discussion evidence; they do not appear to describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "650caea3c1400805ac2f954963bee96dc360be9bf250ffc7a321d047f7684f60", + "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": "Two closed issues with only personal-name/date titles and no body or linkage evidence. They do not describe a shared bug or change, so they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45764 is the earliest of the two, but neither issue contains actionable problem details; if one must be selected, the older item is the only consistent tiebreaker.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is marginally better only as the earlier placeholder entry, but neither issue is a good canonical bug report because both lack any substantive description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal names with dates, and there is no body, target, filename, or discussion evidence indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "e38a57a32d46b1b778be65747f7e130fe75e63b8fddbf19169050a34a71aea2a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate pairs: 45870=45871 and 45872=45873. Issue 45869 is unrelated, and the two duplicate pairs appear to describe different feature/example requests rather than the same underlying item.", + "confidence": 0.92, + "canonical_issue_reason": "45870 is the best canonical issue among the duplicate set because it is an exact match to 45871, appears earlier, and has a clean representative title for its subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall issue choice: it is an exact duplicate target, earliest in its pair, and more representative than the unrelated dataset-sales issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different subjects: dataset bundle promotion vs. a financial time series example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same apparent issue content; this is a direct duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance-themed, but they describe different requests: a prediction example vs. a scraping-service example." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different feature/example requests with no evidence they are the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different feature/example requests with no evidence they are the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same apparent issue content; this is a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with matching body lengths, so calling them duplicate pairs is reasonable. The non-duplicate judgments are conservative and based on clearly different titles/themes. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067" + ], + "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:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "32b5a81163cac9b149b953e91144bd3ce48778beb1a6487a414ded876708de02", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38372, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38372, + "estimated_input_tokens": 9593, + "estimated_eval_tokens": 19442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated pull requests. The only true duplicate pair is the two `fixed_cross_entropy` PRs (43251 and 43254), which patch the same function for the same issue. All other soft links are broad topical similarities, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best representative of the only real duplicate set: it directly targets issue 43240 and implements the core `cross_entropy` kwargs pass in `loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest canonical PR because it is issue-linked, addresses the exact code path, and is the more complete/explicit version of the duplicate pair with 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different models/features: VideoPrism model addition vs ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API cleanup vs adding a new MobileLLM model; same library area, different code change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods and ExecuTorch export tests are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs new MobileLLM model addition; not the same bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Different subsystems: loss helper kwargs support vs conversion/loading prefix handling." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs fix is not the same as Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "ExecuTorch dynamic-shape tests and conversion prefix fixes do not share the same underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic export test coverage vs Mistral4 test fixes are distinct changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support is unrelated to class config resolution ordering." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model implementations." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "Model addition vs base_model_prefix conversion loading fix are not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are different model-specific updates." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill addition are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test/model changes do not match the conversion-loading prefix bug fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and `layrnorm`\u2192`layernorm` renaming are unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes and config-resolution ordering fixes are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model-specific test fixes and the model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model support and model-creation skill docs are not duplicate fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add `weight`/`label_smoothing` support to `fixed_cross_entropy`; they address the same concrete bug and could be merged into one." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet: the only pair with shared file and shared issue target is 43251/43254, and the rest are reasonably treated as soft topical similarities only. The mergeability judgment for 43251/43254 is conservative and supported by both diffs touching the same function for the same bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "9abce2bab5a98c95270a9d2a1f8b1fc277f2dfc22a200d3414f0b935113e3194", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both add VibeVoice-related support, but they target different scopes: one is the base VibeVoice integration, the other is a draft realtime extension with acoustic tokenizer work. They are related, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the main, non-draft VibeVoice implementation with substantial review activity and appears to establish the core model support.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the strongest standalone PR candidate: it implements the core VibeVoice integration across auto-mapping, model code, docs, and pipeline hooks, whereas #42781 is a draft realtime extension dependent on that base work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: #40546 adds the core VibeVoice model integration, while #42781 adds a realtime variant plus acoustic tokenizer pieces. They share a subsystem and filenames, but they are not the same concrete change or bug 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": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "d1af881552b7c89ce144c07bc3460abf387c740fd3195ff10416b4b02af01115", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not look mergeable into a single PR or like the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; as a representative PR, #41224 is the stronger canonical choice because it is a clearly scoped, concrete model capability addition with substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the best global representative because it is a focused, end-user feature addition with more discussion and a cleaner, narrower scope than the TimesFM covariate work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same bug or change and should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "cf9fc70e5c81a0c654faf0015341c73debc7997916bf67558a0d43aeefd47439", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate new-model additions that share infrastructure files but target different models (DeepSeek OCR, Isaac, and Kimi2-6). They are not duplicate fixes/changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the PRs implement different model integrations, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45630 is the strongest standalone representative because it has the broadest implementation surface and the highest review activity, but it is still distinct from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both add new model integrations and touch shared auto-registration/docs files, but one is for DeepSeek OCR and the other for Isaac; different models and code paths." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "They overlap on model-addition plumbing, but Isaac and Kimi2-6 are unrelated model implementations with different configs, processors, and modeling code." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "fe662aec5d6279381628a8b7e6ad5b087b23be593817119204e725a5d398a4ac", + "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": "Both items are workflow dependency bump PRs, but they target different actions and different upgrade goals: one is mainly GitHub Actions runtime compatibility, the other is Docker build action updates. They are related in theme, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader workflow-maintenance change, centered on upgrading multiple GitHub Actions for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it touches more workflow files and has a clearer single maintenance theme than the narrower Docker-action bump in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are not the same underlying change. 42975 upgrades checkout/cache/upload-artifact and other workflow actions for Node 24 compatibility, while 42976 updates docker/build-push-action to v6 in Docker image workflows. They affect different actions and code paths and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46162" + ], + "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:46162" + ], + "prepared_review_unit_hash": "595b8d631334a237247ac47c99226631e0b864e9b6948e40ca0876ec6faa092b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar because they mostly add models and touch shared registry/docs files; they do not fix the same bug or implement the same change. The Florence2 XPU test tweak is especially unrelated. No soft-edge pair should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "#43451 (Add Molmo2) is the strongest standalone representative: it is the most substantial model-addition PR in the set, with broad implementation and test coverage, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registry changes are expected for new-model PRs, not evidence of the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2). They touch similar infrastructure but implement separate models and code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and tasks (vision model addition vs CTSM time-series model addition). Only broad framework files overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations with distinct configs, processors, and tests; not the same bug or same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo (multimodal) and CTSM (time-series) are unrelated model additions. The overlap is only in shared registration/docs plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM target different model architectures and code paths, so they should not be deduplicated." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model addition vs a tiny test-only XPU expectation change in Florence2/LFM2-VL. Completely different scope and purpose." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-5", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102", + "pull_request:46161" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46161", + "pull_request:44815|pull_request:46161" + ], + "prepared_review_unit_hash": "ae6ce2c04d8694b88ca11a477c9678454304243605f05cce1a012d7892a1c83f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 11986, + "estimated_input_tokens": 2997, + "estimated_eval_tokens": 6250 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 11986, + "estimated_input_tokens": 2997, + "estimated_eval_tokens": 6250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: several test-only or unrelated subsystem PRs, with no convincing duplicate pairs. The strongest standalone bugfix is the tokenizer subfolder fallback PR.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46161 is the most concrete single-purpose fix: it has an explicit issue target and a focused code-path change in tokenizer loading fallback behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 46161 is the best representative because it addresses one clear bug in one subsystem, unlike the other PRs which are test-only, vague, or span unrelated areas.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but they target different models and do not appear to fix the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes and FP8 dequant/loading changes are unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "A CLIP/ViT test-only PR is not the same bug/change as an FSDP tied-weights cleanup/fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test assertion edits in vision model tests do not match the FP8 dequant fix in core loading and quantization." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46161", + "accept": false, + "reason": "These address different areas: model test edits versus tokenizer subfolder fallback logic." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46161", + "accept": false, + "reason": "FP8 dequant/loading logic and tokenizer fallback loading are unrelated fixes and would not plausibly merge 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": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "6de52fc7cd0ff537f4dfa0ddee7d0f9f884fb47333a44a8651ae9c10c0352846", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11342, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated test/don't-merge PRs. The only clear duplicate pair is the ViT test-migration fork: 46100 and 46114 have the same file and effectively the same failing-test diff. The grafana PR 45932 is not the same change, and the remaining PRs only overlap superficially on test files.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the best canonical PR because it is the clearest representative of the only true duplicate pair: it has the same ViT test-file diff as 46114, with a neutral, descriptive title and earlier creation time.", + "best_issue_reason": null, + "best_pr_reason": "Overall, 46100 is the best PR to keep as the representative artifact for this cluster because it matches another PR exactly, while the other items are either unrelated workflow/config experiments or only share a broad test subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch ViT tests, but the actual changes are different: 43488 is a setup/version/dependency bot check, while 46114 is a failing-test migration fork. Same file alone is not enough." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "These are both don't-merge test harness PRs, but they modify different CI/workflow paths and different test-related plumbing, not the same concrete bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared test-file overlap is incidental; 43532 is workflow/notification plumbing, while 46114 is a direct ViT test migration change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "45932 is a broad grafana/OTEL and model config tweak PR; 46100 only adds failing assertions in the ViT test file. They are not the same underlying change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These appear to be the same PR duplicated/forked: identical ViT test-file changes, same failing assertions, and the titles indicate the same test-migration purpose." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the non-duplicate pairs. The only accepted soft edge, 46100 vs 46114, is supported by identical ViT test diffs and is mergeable as a single PR for the same change. The rejections for the other pairs are also reasonable given the differing workflow/config/test-harness contexts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "ca688edc68e29d5bfe851b71efb4fe2434cd830f75620e020bb95b6399f32ab4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs with overlapping documentation and pipeline registration changes, but they implement different endpoints and model stacks: Promptable Concept Segmentation vs Promptable Visual Segmentation. They should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests target different concrete pipelines and code paths, despite sharing similar scaffolding and docs updates.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, PR #43613 is the broader, more central feature addition, but it is not a substitute for #43612 because it implements a different segmentation pipeline.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. Shared docs/test registry changes are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "3361ed5bab0b3be881a0cc396043c2cb028141af7954ebc96fa813e9c9016708", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct trainer.py PRs: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers/PEFT. They share a file but not the same underlying bug or change, so the soft similarity edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly represents a duplicate set here; if forced, 43651 is the more concrete bug fix, but the two PRs are unrelated and should not be merged as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: 43651 adjusts loss scaling during training_step, while 43663 extracts signature column logic for data filtering. Shared filename alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "34696e302b5f754e313160b65fc448d96902b64ad0d11a3f70593e8621df1bab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same CLI file, but they address different NameError causes: one is a broader annotations/future-import cleanup, the other is specifically about guarding a TypeAdapter annotation when pydantic is absent. They are related, but not the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the PRs target different bug conditions and different fixes, despite overlapping in src/transformers/cli/serve.py.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the more specific and self-contained fix for the reported TypeAdapter/pydantic-missing NameError, so it is the better representative of the cluster if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: same file and similar symptom, but the diffs fix different runtime problems. 43656 adds future annotations and type-hint cleanup; 43842 explicitly guards TypeAdapter for missing pydantic. They are not the same concrete bug and could be merged independently." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "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", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "9742dd65406bb5e173547c1f329ebac77182443b78966945f2be4c0b91fb6d5d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad sweep of model-by-model output-tracing refactors, but only a few PRs are true duplicates within the same concrete code path. The strongest duplicate group is GPT-J/codegen, plus a separate GPT-Neo pair.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the best representative because it is the most complete version of the GPT-J/codegen output-tracing refactor, directly overlaps the earlier GPT-J PRs, and is explicitly tied to the tracking issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #44722 is the most suitable global canonical PR: it covers the same concrete output-tracing change as the earlier GPT-J work, subsumes the overlapping subsets, and has the broadest applicable diff among the accepted duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same theme, but not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated models and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file; 44085 looks like a narrower subset of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet; same refactor pattern, but separate model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/codegen are unrelated concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/codegen vs EfficientNet; only the refactor pattern is shared." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/codegen and MGP-STR are different model paths, not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/codegen vs MPT; same infrastructure idea, different model change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both PRs refactor GPT-Neo output tracing in the same model/file and appear to address the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/codegen and GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/codegen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/codegen; same output-tracing theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; same refactor style, different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/codegen are different model-specific PRs." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same underlying bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/codegen are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR do not share the same concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models; only the refactor pattern matches." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/codegen are separate refactors in different files and models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/codegen are not the same underlying change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; same tracing idea, but different model internals." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are separate model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT; same broad refactor theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are not the same concrete bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44017", + "accept": false, + "reason": "ViLT and Segformer are different model families and code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer; same pattern, different underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; only the output-tracing theme is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are separate concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/codegen output-tracing refactor; 44722 is a superset/cleaner continuation of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both affect GPT-J output tracing in the same file and can plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated model code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J/codegen and SpeechT5 are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about cross-model similarities. The accepted soft pairs are limited to the same concrete code paths (GPT-J/codegen and GPT-Neo), and the canonical-pr choice of 44722 is supported by the overlap and later, broader diff. No pair looks incorrectly merged across unrelated bugfixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "daf16ceea4b4340177889dcd187af7ac7f3740d79db9355667f4f5fad644fb08", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13064, + "estimated_input_tokens": 3266, + "estimated_eval_tokens": 6788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific output-tracing refactors in different Transformers architectures; they share a common migration pattern but do not look like duplicates of the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative: it has an explicit issue target, touches one concrete model path, and is a clear instance of the standardized output-capture refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone PR in the set because it is tied to a tracked issue and makes a focused, concrete code-path change rather than a broader template-style migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and files (VisualBert vs TextNet). They do not fix the same concrete code path and would not plausibly be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but for different architectures (MPNet vs VisualBert) with distinct implementations. Similar intent is not enough to treat them as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model code paths and different files. This is a shared migration pattern, not the same underlying bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. The overlap is only in the output-tracing refactor style, so these are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output handling, but SqueezeBert and SpeechT5 are separate model paths and SpeechT5 also includes an explicit issue-linked refactor. Too broad to merge 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": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46106" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "dfee81674d6e7d4674dc8ce5c373c61aaa29011681b085726ac31e2c454c9846", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43778, + "estimated_input_tokens": 10945, + "estimated_eval_tokens": 22146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate, model-specific output-tracing refactors plus one unrelated docs tweak; they share a pattern but not the same underlying bug/change, so none of the soft edges should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative: it applies the tracing refactor across two closely related model implementations and includes the core output-capturing changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best standalone representative of this cluster because it is the most substantial code change and shows the intended tracing pattern clearly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; both are tracing refactors but not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model codepaths (`timm_backbone` vs `mamba/falcon_mamba`); not duplicate work." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; similarity is only in refactoring style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated implementations; no shared bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model codepaths; same broad tracing cleanup pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder/decoder families; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` vs `speech_encoder_decoder`; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; both touch output tracing but not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate architectures and code paths; not a mergeable duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba`; unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models, so this is not one bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different codepaths and model families; no shared concrete defect." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific tracing updates, not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated implementations; only the theme is similar." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks (`upernet` vs `mamba/falcon_mamba`); not duplicates." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated codepaths; no same bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` tracing changes and `codegen` tracing changes are separate fixes in different models." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` vs `codegen`; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and code paths; not a duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model stacks; same tracing refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` vs `superpoint`; not the same bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model codepaths; no evidence of a shared concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder model families; not mergeable as one fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` vs `superpoint`; only superficially similar." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model codepaths; not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated model families; same tracing-refactor style only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` vs `dpr`; not the same code path." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and fix scopes; not duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate implementations; not the same underlying issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Model refactor vs docs toctree change; completely different artifact types." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Documentation-only change is unrelated to the model refactor." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree fix is unrelated to `univnet` tracing changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "Documentation navigation change is not the same as the model refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "`timm_backbone` tracing refactor and docs toctree fix are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "57bef6fbc138897cea445753e6cda5440940dd610da5438d87794d1eb233a484", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10910, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10910, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-integration PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Hugging Face boilerplate files, but they do not appear to fix or add the same underlying model or code-path change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the broadest and most mature standalone model-integration PR here, but the set is not a duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the strongest representative by implementation scope and review activity, though it is still unrelated to the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS); overlapping auto/doc scaffolding is boilerplate, not the same concrete change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and different functionality (PenguinVL vs DeepSeek-OCR-2); shared integration files do not indicate a single underlying fix or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS) with only generic transformer integration overlap; not mergeable as one PR for the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "729e3dfab90aff0c7e876dc347896dfc8f05bbfe7862f6c7790ecf3a9acfd8a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related but distinct fusion efforts: one introduces a generic module-fusion API, while the other implements n-to-1 kernel fusion via KernelConfig and integration hooks.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must be chosen, 45363 is the more complete, end-user-facing implementation of fusion behavior across model loading and integrations.", + "best_issue_reason": null, + "best_pr_reason": "45363 is the stronger representative of the cluster because it contains the broader working feature path, additional integration points, and an example showing actual fused-model usage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are related in the broad fusion area but implement different layers: 44979 adds a generic Module Fusion API, while 45363 wires kernel-config-based n-to-1 fusion into model loading/integrations. They do not appear to fix the same concrete code-path problem and would not plausibly collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "3dbd1467192b96e64383dcc913fc5e0f9b55cd5b390ffdf5d7fddf4a2ec3d446", + "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 address the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds tests but fixes the same concrete code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representative of the duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR overall because it fully addresses the bug and includes regression tests, while remaining the same underlying change as 45086.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same bug, same file, same code-path fix for `_patch_mistral_regex`; 45317 is just the more complete tested version." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "2b30c3b2179c60fa6702a427f2a9fd586ffb50b4d566602d6d0dfefd286decc6", + "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 pull requests are about Nemotron-H, but they target different changes: one is a narrower conversion/refactor to align Nemotron-H with GraniteMoeHybrid naming, while the other introduces the separate NemotronH Dense/Sparse model split plus docs/tests. They overlap on shared base files, but not the same concrete fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete and user-facing change: it adds the NemotronH dense/sparse model split, updates auto-mapping/docs, and includes tests, so it better represents the main line of development in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest representative because it delivers the larger functional refactor and model surface expansion, whereas PR 45115 looks like a narrower preparatory conversion-mapping/inheritance adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share Nemotron-H implementation files, but the goals differ: 45115 focuses on weight/key conversion and GraniteMoeHybrid-compatible inheritance, while 45569 adds the Dense/Sparse model split, docs, and tests. Not the same concrete code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a65c21f3d4b28f17c7869b9ed050b624a0f32ca8fb011cb96d16d91f28519061", + "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 pull requests: one introduces heterogeneous per-layer config support, the other adds broader heterogeneous model/caching/masking support. They share infrastructure files, but they are not the same concrete fix/change and should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it covers heterogeneous model behavior beyond config plumbing, including cache/model/masking updates and tests, so it is the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest standalone candidate because it addresses the larger end-to-end heterogeneous model support area rather than only the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related infrastructure, but different scopes: 45333 adds per-layer config support, while 45332 adds heterogeneous model/runtime support. They do not appear to fix the same concrete code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "cdf6b33c8da6ccf70dbc73ec5cf52542510361bf4b8bc77e3c222ce1383e3546", + "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": "The cluster contains two open typing-related PRs, but they address different changes: one is a broad type-checking sweep across many transformers files, and the other adds internal typing protocols/helpers for specific modeling and PEFT-related code paths. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep: it adjusts pyproject type-ignore settings and applies type-checking changes across many core transformers modules, making it the clearest representative of the cluster's main theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best single representative of the cluster because it is the most comprehensive and umbrella-like typing change, whereas 45425 is a narrower helper/protocol refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they fix different things: 45415 is a broad repo-wide typing enablement pass, while 45425 adds specific protocols and typing helpers for modeling/PEFT integration. Shared files alone do not make them the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-5", + "nodes": [ + "pull_request:45487", + "pull_request:46101", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101", + "pull_request:45487|pull_request:46151", + "pull_request:46101|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "8cc3aeff35a14df23118ecf50c49f761518e9859ef4b36deef4d8fc16c8dc490", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only loosely related by device/parallel/test-environment themes; they target different models, subsystems, and change types, so none are true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the strongest representative: it makes a concrete model-parallel device fix across multiple model implementations and includes targeted tests, unlike the others which are mostly narrower test or expectation tweaks.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best overall representative because it addresses an actual runtime bug in the model code path, with broader impact and clearer fix intent than the test-only or expectation-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both concern device placement in parallel/model code, but they fix different models and different code paths (AltCLIP/ChineseCLIP token-type device handling vs Qwen2-Audio audio mask device handling)." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "45487 is a model-parallel runtime fix; 46151 only adds XPU expectations to a pipeline test. Shared device-context wording is too broad to be a duplicate." + }, + { + "left": "pull_request:46101", + "right": "pull_request:46151", + "accept": false, + "reason": "These touch unrelated areas: Qwen2-Audio model code vs token-classification pipeline test expectations. Same general device theme, but not the same bug or change." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Although both update distributed/test expectations, 46109 changes trainer distributed parity checks while 46151 changes pipeline token-classification expectations; they are different test suites and different behaviors." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Both are test-related and mention accelerator expectations, but 46135 is about Kosmos2.5 integration behavior while 46151 is about pipeline token classification outputs; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "dfd50dde71fc6b4e8e2e0690ee448000d649ac989842c398b6d3fd102456f7c3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One PR is unrelated to the other two: the Qwen3.5/OLMo/Qwen3-next cached linear-attention fix is a different model family from the Mamba2 cached-forward bug. The two Mamba2 PRs look like the same underlying seq_len>1 use_cache fix, with 46098 being the fuller version.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "46098 is the clearest representative of the Mamba2 bug fix: it targets the same issue, touches the same core model/test files as 46084, and appears to be the more complete CPU/GPU correction with added docs.", + "best_issue_reason": null, + "best_pr_reason": "46098 is the strongest PR to keep: it is the most explicit and complete description of the Mamba2 use_cache seq_len>1 bug, while 46084 is a narrower earlier variant of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different concrete problems in different model families. 45513 is about GDN linear attention cached forward in Qwen/OLMo/Qwen-next, while 46084 is Mamba2 mixer cache handling." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Same underlying Mamba2 use_cache seq_len>1 cached-forward bug, same issue target, and overlapping source/test files; 46098 looks like a broader version of the same code-path fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR 45513 is clearly a different model family and problem area than the Mamba2 fixes, while 46084 and 46098 both target issue 46032, touch the same Mamba2 model/test files, and appear to be mergeable variants of the same seq_len>1 use_cache bugfix. The soft-edge verdicts are conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "7d11cac5f4cc89c10cd9cf8f5699d2f167c862eae126a402c819a425b7639f7d", + "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": "Two open PRs in the same expert-parallel loading area, but they fix different failure modes: one preserves distributed config for EP/ZeRO-3 loading via accelerate launch, the other fixes expert parameters being overwritten under FSDP2/rank-0 broadcast.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue links are provided. PR #45662 is the better canonical representative because it addresses a concrete, severe EP correctness bug in the loading path and has the broader codepath impact.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest single representative: it fixes expert weights being silently clobbered after sharding, which is a clear correctness issue with a specific loading path and broader impact than the config-serialization tweak in #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related only at a broad EP/loading level. #45548 preserves distributed_config and adds has_ep for accelerate/ZeRO-3 loading; #45662 fixes expert params being overwritten after post-shard wrap under FSDP2/rank-0 broadcast. Different bugs and 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": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "71d52cbe4e62fa3a2af82b7b7e4ed8b57a425ddf61e38b26936d3a0a09349e77", + "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 problem tracked by issue 45561; PR 45645 is the broader, more complete version of the same fix, while 45639 is a narrower subset focused on the testing_utils write path.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45561 is the shared explicit tracker for the xdist-safe captured_info bug, which both PRs directly target.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe file handling plus the CI workflow changes needed to consume multiple captured_info files, making it the more complete representative fix.", + "best_issue_reason": "Issue 45561 is the best issue anchor because both PRs explicitly reference it and solve the same underlying captured_info/xdist collision problem.", + "best_pr_reason": "PR 45645 is the best PR candidate since it covers the full end-to-end behavior change, not just the underlying write-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same concrete captured_info xdist collision bug in transformers testing utilities; 45645 extends 45639 with workflow/log-consumption updates, so they are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "089e7262adbe531f1391b83b08c1d805157b67284d2a64bc382dcc1858a315a4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7263, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three model-specific PRs adding SDPA/attention-dispatch support for different architectures (ShieldGemma2, CTRL, T5). They share a feature theme, but not the same code path or same underlying fix, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46154 is the most representative PR in the cluster because it shows the clearest SDPA-dispatch implementation with accompanying model and test updates, but it is not a duplicate of the others since it targets T5 specifically.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46154 is the strongest standalone PR to keep as a reference for this feature theme; however, the cluster should not be merged as duplicates because the changes are model-specific rather than one shared bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both add attention-dispatch support, but they affect different model implementations (ShieldGemma2 vs CTRL) and would not be merged into one concrete code-path fix." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "Same broad SDPA feature, but different architectures and files; these are separate model-specific changes, not the same underlying bug or change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "They both add sdpa dispatch, but for different models (CTRL vs T5) with distinct code paths and tests, so they are not true duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/manifest.json b/snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f197b2663f8be15d4a07507613ec962fc2cce6a2 --- /dev/null +++ b/snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260522t180017z", + "artifacts": { + "hybrid": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-22T18:04:19Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260522T180017Z", + "variant": "hybrid" +} diff --git a/snapshots/20260522T180017Z/manifest.json b/snapshots/20260522T180017Z/manifest.json index cfe1bf0799d7d2e5ad9e972d4de3bbc0b6cd3759..fc72d63ab9e011e231de5b3f07dcdbfdb5eb730b 100644 --- a/snapshots/20260522T180017Z/manifest.json +++ b/snapshots/20260522T180017Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 609 }, "extracted_at": "2026-05-22T18:00:17Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260522t180017z", + "runs": { + "hybrid-model-20260522t180017z": { + "analysis_id": "hybrid-model-20260522t180017z", + "artifacts": { + "hybrid": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260522T180017Z/analysis-runs/hybrid-model-20260522t180017z/manifest.json", + "model": null, + "published_at": "2026-05-22T18:04:19Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260522T180017Z", "watermark": {