diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 8d563ac2f7b11dbc60a5b82a4314e0fc0c944a05..db47cf0e46f009f09a2b10ad60fb3ec206b71f3f 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": "20260618T000034Z", - "generated_at": "2026-06-18T00:09:35Z", + "snapshot_id": "20260618T060045Z", + "generated_at": "2026-06-18T06:05:11Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1169,11 +1169,11 @@ { "left_pr_number": 41116, "right_pr_number": 45613, - "code_similarity": 0.809, - "size_similarity": 0.893, + "code_similarity": 0.788, + "size_similarity": 0.859, "file_overlap": 0.75, - "area_overlap": 0.871, - "patch_similarity": 0.669, + "area_overlap": 0.838, + "patch_similarity": 0.65, "shared_filenames": [ "docs/source/en/_toctree.yml", "docs/source/en/model_doc/minicpm3.md", @@ -1263,7 +1263,7 @@ "left_ranges": [ [ 1, - 149 + 150 ] ], "right_ranges": [ @@ -1278,7 +1278,7 @@ "left_ranges": [ [ 1, - 550 + 576 ] ], "right_ranges": [ @@ -1293,7 +1293,7 @@ "left_ranges": [ [ 1, - 394 + 422 ] ], "right_ranges": [ @@ -1308,7 +1308,7 @@ "left_ranges": [ [ 1, - 132 + 134 ] ], "right_ranges": [ @@ -1810,6 +1810,57 @@ } ] }, + { + "cluster_id": "cluster-46554-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46558, + "issue_numbers": [], + "pr_numbers": [ + 46554, + 46558 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46554, + "right_pr_number": 46558, + "code_similarity": 0.433, + "size_similarity": 0.429, + "file_overlap": 1.0, + "area_overlap": 0.1, + "patch_similarity": 0.081, + "shared_filenames": [ + ".github/workflows/pr-ci-security-gate.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/pr-ci-security-gate.yml", + "left_ranges": [ + [ + 16, + 45 + ] + ], + "right_ranges": [ + [ + 13, + 19 + ], + [ + 57, + 63 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2195,6 +2246,15 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46554-2", + "canonical_pr_number": 46558, + "duplicate_pr_numbers": [ + 46554 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46554-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46562-2", "canonical_pr_number": 46562, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a381346b4d56ac13c0eb962994198b8a8e36b533..cfba405b8651a70b986bc1eebebf09f785df5685 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": "20260618T000034Z", - "generated_at": "2026-06-18T00:09:35Z", + "snapshot_id": "20260618T060045Z", + "generated_at": "2026-06-18T06:05:11Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -467,8 +467,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -847,8 +847,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -1168,8 +1168,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -1511,8 +1511,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -1812,8 +1812,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -2143,8 +2143,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -2457,8 +2457,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -2800,8 +2800,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -3112,8 +3112,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -3439,8 +3439,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -3746,8 +3746,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -4035,8 +4035,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -4346,8 +4346,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -4665,8 +4665,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -4969,8 +4969,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -5277,8 +5277,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -5589,8 +5589,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -5880,8 +5880,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -6178,8 +6178,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -6469,8 +6469,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -6773,8 +6773,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -7063,8 +7063,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -7360,8 +7360,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -7686,8 +7686,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -7998,8 +7998,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -8272,8 +8272,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -8584,8 +8584,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -8874,8 +8874,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -9167,8 +9167,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -9477,8 +9477,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -9782,8 +9782,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -10114,8 +10114,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -10405,8 +10405,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -10710,8 +10710,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -10987,8 +10987,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -11302,8 +11302,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -11599,8 +11599,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -11914,8 +11914,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -12204,8 +12204,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -12501,8 +12501,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -12813,8 +12813,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -13124,8 +13124,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -13446,8 +13446,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -13758,8 +13758,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -14077,8 +14077,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -14397,8 +14397,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -14730,8 +14730,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -15020,8 +15020,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -15332,8 +15332,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -15657,8 +15657,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -15976,8 +15976,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -16290,8 +16290,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -16619,8 +16619,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -17008,8 +17008,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -17344,8 +17344,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -17733,8 +17733,8 @@ "review_unit_count": 57, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-479", "nodes": [ @@ -17997,8 +17997,8 @@ "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": [ @@ -18075,8 +18075,8 @@ "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": [ @@ -18146,8 +18146,8 @@ "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": [ @@ -18209,8 +18209,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -18442,8 +18442,8 @@ "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-36817-18", "nodes": [ @@ -18787,8 +18787,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -18850,8 +18850,8 @@ "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": [ @@ -18913,8 +18913,8 @@ "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-41306-2", "nodes": [ @@ -18976,8 +18976,8 @@ "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": [ @@ -19039,8 +19039,8 @@ "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": [ @@ -19102,8 +19102,8 @@ "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": [ @@ -19205,8 +19205,8 @@ "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": [ @@ -19327,8 +19327,8 @@ "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": [ @@ -19447,8 +19447,8 @@ "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": [ @@ -19510,8 +19510,8 @@ "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": [ @@ -19573,8 +19573,8 @@ "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": [ @@ -19636,8 +19636,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -19699,8 +19699,8 @@ "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": [ @@ -19817,8 +19817,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -19880,8 +19880,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -19946,8 +19946,8 @@ "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-46657-2", "nodes": [ @@ -20050,12 +20050,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "498fdf428c0bd5df3d06fce3c155652f2f420e5c21d2add8f0ba171e6714005f", + "prepared_review_unit_hash": "2223434de93d282265f34063c846bceef8420a7b3b4a34076f1a5be5835becff", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38153, + "serialized_chars": 38156, "estimated_input_tokens": 9539, "estimated_eval_tokens": 19334 }, @@ -20063,7 +20063,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38153, + "serialized_chars": 38156, "estimated_input_tokens": 9539, "estimated_eval_tokens": 19334 }, @@ -20072,132 +20072,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model additions, docs, tokenizer/processor tweaks, refactors, and tests that do not describe the same underlying change. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which both implement the same cross-entropy kwargs support for issue 43240.", - "confidence": 0.96, + "summary": "Most candidate pairs are false positives caused by broad topical similarity. The only true duplicate-like pair is the two fixed_cross_entropy PRs, which make the same code-path change in the same function.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative of the only real duplicate pair because it explicitly targets issue 43240 and presents the same `fixed_cross_entropy` kwargs expansion with clearer issue context.", + "canonical_pr_reason": "PR 43251 is the better canonical representative of the only real duplicate pair because it explicitly targets issue 43240 and contains the broader, cleaner implementation of the cross-entropy kwargs fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest cluster representative for the duplicate loss change; the rest of the cluster is unrelated, and 43251 is the cleaner, issue-linked version of the same fix.", + "best_pr_reason": "PR 43251 is the best PR to anchor this cluster: it is the only substantive duplicate match, directly references the bug, and is more complete than the narrower variant.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model/docs addition vs. an ExecuTorch dynamic-shapes export test; unrelated changes." + "reason": "Different changes: VideoPrism model/docs integration vs an Executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer helper methods vs. adding MobileLLM; different subsystems and no shared bug." + "reason": "Tokenizer API additions for MistralCommon vs adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API addition vs. ExecuTorch export testing; not the same underlying change." + "reason": "Mistral tokenizer method support vs Executorch export testing; unrelated code paths." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-auto robustness fix vs. MobileLLM model addition; unrelated code paths." + "reason": "Processor robustness/autoloading fixes vs new MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs. MobileLLM model addition; no overlap in underlying bug." + "reason": "Cross-entropy loss kwargs fix vs model addition; no shared underlying bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix vs. Mistral4 test/model work; different bug and code path." + "reason": "Loss utility fix vs Mistral4 test/model refactor; different subsystems and behaviors." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Both touch tests, but one is ExecuTorch export dynamic-shape coverage and the other is Mistral4 test/model fixes; not the same change." + "reason": "Executorch export test vs Mistral4 model/test changes; not the same change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch dynamic-shapes export test vs. MobileLLM model addition; unrelated." + "reason": "Executorch dynamic-shape export test vs MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support vs. a `cls.config` resolution fix; unrelated." + "reason": "New MobileLLM model vs class config-resolution ordering fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs. Falcon output-collection refactor; different model families and goals." + "reason": "Model addition vs Falcon output-interface refactor; different concrete changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs. model-creation skill docs/workflow; not the same code change." + "reason": "Falcon model refactor vs a model-creation skill/documentation PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs. Mistral4 test fixes; different models and bug targets." + "reason": "Falcon output-collection refactor vs Mistral4 test/model updates." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs. `layrnorm` renaming across CLIP-like models; unrelated fixes." + "reason": "Mistral4 test/model work vs CLIP-like layernorm renaming; unrelated fix." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes vs. serve chat parsing update; different subsystems and changes." + "reason": "Mistral4 model/test work vs serve chat parsing overhaul; different feature areas." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs. TDT loss kernel integration; unrelated." + "reason": "Mistral4 test/model work vs TDT loss kernel integration; unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model fixes vs. class config resolution order fix; different code paths." + "reason": "Mistral4 test/model work vs config resolution order fix; no shared code path." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs. model-creation skill docs/workflow; not duplicates." + "reason": "Mistral4 test/model work vs a new-model skill/documentation PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs. model-creation skill; unrelated." + "reason": "New MobileLLM model vs model-creation skill/documentation; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change `fixed_cross_entropy` to pass additional `cross_entropy` kwargs for issue 43240; same underlying bug and mergeable into one PR." + "reason": "Both PRs change fixed_cross_entropy in the same file to forward supported cross-entropy kwargs; they address the same bug and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as heterogeneous and only elevates the 43251/43254 pair, which is supported by the packet: both touch `src/transformers/loss/loss_utils.py`, both target issue 43240, and both expand `fixed_cross_entropy` to forward `weight`/`label_smoothing` to `nn.functional.cross_entropy`. The other soft pairs are reasonably rejected as unrelated." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted pair, pull_request:43251 and pull_request:43254, is supported by shared file/function changes and the shared issue target 43240, and the note that 43251 is the broader representative is reasonable from the diff previews. The other soft-edge rejections also look appropriately cautious and match the packet evidence." }, "evaluator_used": true, "retried": false, @@ -20224,7 +20224,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "4265ff26508be1eb13fc57e155ae2191bf7c6187969ac8b018e57aefd7e93e9c", + "prepared_review_unit_hash": "fd419a13f4702db285f4e56381e23e1d930ed0ed83fced863e82d7470196b242", "component_budget": { "node_count": 2, "item_count": 2, @@ -20246,18 +20246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 is the core VibeVoice implementation, while #42781 adds a separate realtime/acoustic-tokenizer path and generation changes. The filename overlap is expected for a follow-on feature, not a duplicate fix.", - "confidence": 0.93, + "summary": "These are related VibeVoice PRs, but they target different changes: the first adds the base VibeVoice model/docs, while the second adds VibeVoice Realtime and the acoustic tokenizer plus generation updates. They overlap on shared model files, but they do not look like the same underlying PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the broader, original VibeVoice implementation and is the better anchor for the cluster; #42781 looks like a later extension focused on realtime support rather than the same mergeable change.", + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the original, broader VibeVoice implementation with substantial review activity and no draft status.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the most representative and complete PR for the VibeVoice model introduction, with far more review activity and broader coverage than the draft realtime add-on.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational VibeVoice model addition; PR 42781 is a follow-on realtime extension rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice codebase, but #42781 is a distinct realtime feature branch (including acoustic tokenizer and generation tweaks), not the same concrete bug/change as #40546." + "reason": "Do not merge: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime and the acoustic tokenizer. Shared filenames indicate a related codebase, but the concrete change sets are different and would not plausibly be one PR." } ] }, @@ -20287,7 +20287,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "fc563cab6cdbf2abe23c03b8e823c8b7168af4f1d328359e2edf8d9031933c41", + "prepared_review_unit_hash": "e74d22365163e1a8129d166d6fcf1c8d923116490b18c9d5c569b4f96a5c4267", "component_budget": { "node_count": 2, "item_count": 2, @@ -20309,18 +20309,18 @@ "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.", + "summary": "The two pull requests are unrelated: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image classification support. They touch different models, different code paths, and different feature areas, so they should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains two unrelated PRs, one for TimesFM covariates and one for DINOv3 image classification support.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good cluster representative for duplicate triage because they address different code paths and different models.", + "best_pr_reason": "PR 41224 is the more self-contained, narrowly scoped feature addition and is the cleaner representative of the cluster, though it is not a duplicate of PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model subsystems and different changes: TimesFM forecasting covariates vs DINOv3 image classification support. They do not look like the same underlying bug or mergeable fix." + "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or mergeable code-path fix." } ] }, @@ -20413,7 +20413,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "51d36f3504c2d0785e6f009c3dbc87d9f6338d06c098d70bc3873e8c6653f3eb", + "prepared_review_unit_hash": "e15fc05d04f3730e9c1d8bc2691f4d50ec74cd721e9a2a7dc5caaeda85ab68e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20435,18 +20435,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are workflow maintenance updates, but they target different dependency bumps and different failure modes: 42975 is centered on GitHub Actions Node 24 compatibility, while 42976 upgrades Docker build actions and other workflow action versions. They overlap in CI files, but not in the same concrete change.", - "confidence": 0.93, + "summary": "Two open PRs both perform GitHub Actions dependency upgrades in workflow files, but they target different action families and different maintenance goals, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs are related only at a broad CI-maintenance level, but they update different actions for different reasons and are not the same underlying change.", + "canonical_pr_reason": "PR #42975 is the better representative because it is a broader, more cohesive workflow-actions upgrade focused on Node 24 compatibility across many jobs.", "best_issue_reason": null, - "best_pr_reason": "42975 is the better representative of the broader GitHub Actions compatibility effort because its title and diff clearly describe the Node 24 upgrade theme across many workflows.", + "best_pr_reason": "PR #42975 is the most suitable single representative of this cluster: it covers the widest set of workflow action-version bumps and has the clearest unifying purpose.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are CI/workflow dependency bumps, but 42975 upgrades actions for Node 24 compatibility while 42976 updates docker/build-push-action and other actions to newer versions. They touch overlapping files yet do not fix the same concrete code-path problem and would not naturally merge into one PR." + "reason": "Both are workflow dependency upgrades, but #42975 updates checkout/cache/upload-artifact for Node 24 compatibility while #42976 mainly bumps docker/build-push-action to v6 in Docker image workflows. They affect different actions and different code paths, so they are not the same underlying change." } ] }, @@ -20492,106 +20492,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "61fbb237f91aca9a808b29df9aef39a6c7a9adbc2f6da432d0b7aa07f0e15b53", + "prepared_review_unit_hash": "39017e0db7d6e40ff5a78002a54ab20942e6a9c29026e09fb140af0355ca07af", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24369, - "estimated_input_tokens": 6093, - "estimated_eval_tokens": 12442 + "serialized_chars": 24368, + "estimated_input_tokens": 6092, + "estimated_eval_tokens": 12440 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24369, - "estimated_input_tokens": 6093, - "estimated_eval_tokens": 12442 + "serialized_chars": 24368, + "estimated_input_tokens": 6092, + "estimated_eval_tokens": 12440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated model-addition branches that only overlap on standard docs/auto-registration files. The only likely duplicate-like pair is the two Step 3.7 Flash PRs (46562 and 46658); everything else appears to be a distinct model or feature addition.", - "confidence": 0.78, + "summary": "Most PRs are separate model-addition efforts and should not be merged as duplicates. The only strong duplicate-like pair is the Step 3.7 Flash PR and its WIP/mini-model follow-up.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "46562 is the clearest representative of the one near-duplicate pair: it is the more polished Step 3.7 Flash model-addition PR, while 46658 looks like a WIP/companion implementation for the same feature.", + "canonical_pr_reason": "pull_request:46562 is the better canonical Step 3.7 Flash PR: it is the main model-addition change, while pull_request:46658 looks like a WIP/derivative variant built around the same model.", "best_issue_reason": null, - "best_pr_reason": "46562 is the best standalone PR to anchor the cluster because it corresponds to the same Step 3.7 Flash feature as 46658 and is the more complete user-facing addition; the rest of the PRs are separate model introductions.", + "best_pr_reason": "pull_request:46562 is the best representative of the only true duplicate pair because it is the cleaner, more complete upstream implementation; 46658 appears to be a related WIP rather than a separate change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo). Shared docs/auto files are just boilerplate registration, not the same change." + "reason": "Different model additions (ViT NEPA vs Molmo) with different code paths and files; only broad Transformers scaffolding overlaps." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2); same scaffolding files do not indicate the same code-path change." + "reason": "Different model additions (ViT NEPA vs Molmo2); shared auto/doc wiring is not enough to make them duplicates." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions (ViT NEPA vs CTSM). Overlap is only in generic docs/auto wiring." + "reason": "Unrelated model families (ViT NEPA vs CTSM) despite both adding docs and auto-registration." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "A new model PR and a distributed-config PR are different kinds of changes with no shared concrete bug or feature." + "reason": "ViT NEPA model addition vs distributed config infrastructure; different underlying changes." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model releases/families, not the same underlying implementation or fix." + "reason": "Molmo and Molmo2 are separate model releases with different implementations and test suites; not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared repo wiring does not make them duplicates." + "reason": "Molmo vs CTSM are different model additions; overlap is only at generic framework registration/docs." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model addition vs distributed configuration work are unrelated changes." + "reason": "Model-addition PR versus distributed-configuration PR; no shared concrete bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different models in different domains, so they are not the same change." + "reason": "Molmo2 and CTSM are unrelated model additions with different model code and filenames." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model support and distributed config work do not touch the same underlying code path." + "reason": "Molmo2 model support and distributed config are different concerns; not duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM time-series model addition and Step 3.7 Flash multimodal model addition are unrelated." + "reason": "CTSM time-series model addition is unrelated to Step 3.7 Flash vision-language model support." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model support and distributed config changes are different features with no shared concrete fix." + "reason": "CTSM model addition vs distributed config infrastructure; different targets and code paths." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": true, - "reason": "Both PRs appear to implement the same Step 3.7 Flash model addition; 46658 reads like a WIP/mini-model companion for the same underlying feature and could plausibly be merged into one PR." + "reason": "Both PRs target the same Step 3.7 Flash model support; 46658 appears to be a WIP/mini-model variant of the same underlying implementation and could plausibly be merged into one PR." } ] }, @@ -20644,142 +20644,136 @@ "pull_request:46579|pull_request:46719", "pull_request:43665|pull_request:46719" ], - "prepared_review_unit_hash": "2231cae11425457db498de4bf865f651bdba33602cb9436e12ebb84b67394f21", + "prepared_review_unit_hash": "bafa0c29e9e51e177f7889b41895e8614f00c98a90596964669a76afd6b45f3b", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26394, - "estimated_input_tokens": 6599, - "estimated_eval_tokens": 13454 + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26394, - "estimated_input_tokens": 6599, - "estimated_eval_tokens": 13454 + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few weakly similar maintenance/test-fix PRs appear alongside unrelated generation, CI, FP8, sparse-attention, and typo-cleanup changes. I don\u2019t see any pair that clearly fixes the same underlying bug or could realistically be merged as one PR.", - "confidence": 0.34, + "summary": "These PRs are mostly unrelated small fixes across tests, docs, CI, generation config, FP8 dequantization, and sparse attention. The only commonality is that several are broad code cleanups, but they do not look like the same underlying bug or change.", + "confidence": 0.26, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46579 is the cleanest single-theme representative in the set: a broad but coherent typo/cleanup sweep across code, with a clear purpose and no sign of mixed bug classes.", + "canonical_pr_reason": "PR 46579 is the broadest code-level cleanup in the set and spans many core transformer files, so it is the closest thing to a cluster anchor, even though the cluster itself is heterogeneous.", "best_issue_reason": null, - "best_pr_reason": "PR 46579 is the best standalone representative because it is internally consistent and better described than the others, which are either ambiguous or clearly about different subsystems/problems.", + "best_pr_reason": "PR 46579 is the most representative standalone code change here; it touches core utilities and model code rather than being test-only, doc-only, or CI-only.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-related, but one is Whisper decoding/test fixes and the other is CLIP/ViT test edits; they do not look like the same underlying bug or change." + "reason": "Different models and different change types: Whisper tokenizer/test fix vs CLIP/ViT test assertions. Not the same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes and a dequantization fix in FP8/model loading are unrelated code paths." + "reason": "Whisper test/tokenization work is unrelated to FP8 dequantization and loading logic in different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "These touch different areas: Whisper decoding vs generation/watermarking validation and many model tests." + "reason": "Whisper test cleanup vs generation watermarking validation fix; no concrete code-path overlap." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility for tie_weights is unrelated to a broad typo cleanup sweep." + "reason": "Backward-compat alias for tie_weights is unrelated to typo cleanups across many files." }, { "left": "pull_request:43498", "right": "pull_request:46719", "accept": false, - "reason": "Different problems: a compatibility alias for tie_weights versus sparse-attention/minimax model logic changes." + "reason": "Tie-weights compatibility shim and sparse-attention layout fix address different code paths." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test-only edits in CLIP/ViT do not match the CI memory/device-map integration fix in Phimoe tests and workflows." + "reason": "Test-file assertions are unrelated to CI memory/device-map behavior for Phimoe integration tests." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "A set of test edits is not the same as a dequant/fp8/model-loading bug fix." + "reason": "Placeholder test edits do not match the concrete FP8 dequant bug fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These are not the same underlying change: random model test edits versus generation config/Whisper validation fixes." + "reason": "Test-only changes are unrelated to generation config watermarking behavior." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Model test edits are unrelated to repository-wide typo cleanup changes." + "reason": "Test placeholders and typo cleanup are not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:46719", "accept": false, - "reason": "No shared concrete bug: broken-looking test edits vs sparse attention/minimax model code." + "reason": "Unrelated test edits vs sparse-attention kernel/layout changes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8/dequantization and Phimoe CI test infrastructure are different subsystems and failure modes." + "reason": "FP8 dequant/loading changes and CI runner-memory fixes are different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These fix different code paths: dequant/model-loading versus generation validation and model tests." + "reason": "Different bugs: FP8 quantization/dequantization vs generation watermarking config validation." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "A numeric/dequantization fix is not the same as typo cleanup across many files." + "reason": "A shared core_model_loading filename is incidental; one is FP8 dequant logic, the other is broad typo cleanup." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest documentation cleanup and code typo fixes are only broadly similar, not the same PR-worthy bug/change." + "reason": "Doctest/documentation updates do not indicate the same underlying code bug as typo fixes in implementation files." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation/Whisper fixes do not match the Phimoe CI resource-limit workaround." + "reason": "Generation config validation and CI runner memory/device-map handling are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "These are unrelated: generation config behavior versus typo corrections in assorted code files." + "reason": "Watermarking-config validation and typo cleanup are different changes with different code paths." }, { "left": "pull_request:46579", "right": "pull_request:46719", "accept": false, - "reason": "Typo cleanup across code is not the same underlying change as sparse-attention and Minimax model fixes." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46719", - "accept": false, - "reason": "Test-file edits and sparse-attention/model implementation changes are different bugs and should not be merged together." + "reason": "Broad typo cleanup across code files is unrelated to the MSA attention block-index reshape fix." } ] }, @@ -20809,7 +20803,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "b7fed5af45d39e1e229019f3d0b9af9855f78f86bafa24dfc5d3f948ec2f79c3", + "prepared_review_unit_hash": "15510c7f8cdd465ea901c11d318fe9b1728bf384444fe321b802dacff57ded10", "component_budget": { "node_count": 2, "item_count": 2, @@ -20831,18 +20825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are both marked for test/bot experimentation, but they change different parts of the repo: one is a setup/dependency/version tweak, the other is a CI/workflow and testing-utility change. Their only overlap is a shared Vit test file, which is not enough to treat them as the same underlying change.", - "confidence": 0.96, + "summary": "The two PRs are not duplicates: they only overlap on a Vit test file, but one is a small setup/version/bot-check change while the other is a broader workflow/test-infrastructure diff. They do not appear to fix the same concrete bug or implement the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it contains the larger, multi-file change set; #43488 is a narrow setup/version test artifact and does not align with #43532's workflow/infrastructure edits.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the more representative item if one must be chosen because it spans the CI/testing harness surface across multiple files; #43488 is a narrower setup/dependency/test tweak and does not look like the same change.", + "best_pr_reason": "PR #43532 is the strongest single representative here due to its broader scope and higher likelihood of being the main substantive change in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is only a shared Vit test file. #43488 changes setup.py/dependency metadata and a test fixture, while #43532 changes GitHub workflows, testing utilities, and related notification code. They are not the same underlying bug or fix and would not plausibly merge into one PR." + "reason": "Shared Vit test filename is not enough: #43488 is a small setup/version/bot-check PR, while #43532 changes CI workflows, testing utilities, and related test code. They do not look like the same underlying fix or a mergeable single PR." } ] }, @@ -20872,12 +20866,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "fd4b8ef3ceb337e9eb5d4cdd4c74b87e4855ee8156d18cae4b3380d3e5999710", + "prepared_review_unit_hash": "236f61a983c238ed19efb2baee1846bf09932ce1fa4e1ec6befdc8eed6165df5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20885,7 +20879,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -20894,18 +20888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new segmentation pipelines and share scaffolding, but they target different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly documentation and framework registration, not the same concrete change set.", - "confidence": 0.97, + "summary": "These are related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline plumbing, but they target different underlying features and model integrations, so they should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct pipeline additions with different underlying model/support integration and different task semantics.", + "canonical_pr_reason": "No canonical PR: the two PRs implement different segmentation pipelines with different scopes and model backends, so neither can safely subsume the other.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 43613 is the broader implementation with more model/test integration; however, it is still not a duplicate of 43612.", + "best_pr_reason": "PR #43613 is the broader representative if one must be chosen: it covers a more general promptable visual segmentation pipeline and integrates more model/tests, making it the more central artifact in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/registration scaffolding is not enough to treat them as the same change." + "reason": "Same broad segmentation area and shared docs/plumbing, but different concrete features: concept segmentation vs visual segmentation. They are not the same underlying change and would not plausibly be merged into one PR without losing feature distinction." } ] }, @@ -20935,7 +20929,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6a102a949fcab3c1aa7219fe4a021eb28daa3660f7acb6702ffdbc9c7d9972f0", + "prepared_review_unit_hash": "8cec51eea6d7a0dc6f0dc1d38e25abd15c53c5b2b631a7e81a0cc4a89685c634", "component_budget": { "node_count": 2, "item_count": 2, @@ -20957,18 +20951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both in `trainer.py` but they address different extension points: one changes gradient-accumulation loss scaling, the other factors out signature-based column filtering. They are not the same change and should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "Two open PRs in `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates and should not be merged as the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete bug fix: it changes the loss-scaling path in `training_step` and adds a dedicated `_loss_is_scaled_for_ga` hook for custom trainers. That is a single, well-scoped behavioral change.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger representative of the cluster only because it makes a concrete runtime behavior change in `training_step`; however, it is not a duplicate of 43663, which adds a separate customization hook for column filtering.", + "best_pr_reason": "PR #43651 is the best representative of the cluster because it fixes a specific training correctness issue in a single code path, whereas PR #43663 is a separate refactor of column-filtering behavior.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: 43651 changes loss scaling during training, while 43663 refactors model signature inspection for dataset column filtering. They are not the same underlying fix and would not be merged as one PR." + "reason": "They only share `trainer.py` and a broad Trainer subsystem. One is about gradient accumulation loss normalization, the other about signature-column extraction for data filtering; these are different code paths and not a single mergeable fix." } ] }, @@ -20998,7 +20992,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "2f2fc1bf7bf5366a35e51061ce23bc3653e26c64dfba490238e5957b5d3304d1", + "prepared_review_unit_hash": "f140d3b21653f235b6c08a9bda7d2d0a9a5ee7567b84a3f1407589744845718f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21020,18 +21014,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both fix annotation/import-time NameError risks, but they target different runtime failures. They should stay separate; no duplicate merge is warranted.", - "confidence": 0.88, + "summary": "Two open PRs touch the same CLI serve module but address different annotation/import issues; they are related but not duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most direct match to the TypeAdapter/pydantic NameError: it moves the TypeAdapter import under TYPE_CHECKING and quotes the annotation in `_validate_request`.", + "canonical_pr_reason": "43842 is the cleaner canonical PR: it directly fixes the pydantic/TypeAdapter import problem with a minimal, targeted change and an explicit issue link.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it is narrowly scoped to the concrete TypeAdapter NameError path, whereas #43656 is a broader annotation/postponed-evaluation cleanup affecting other symbols.", + "best_pr_reason": "43842 is the best representative of the cluster because it is the more specific and self-contained fix, while 43656 is a broader annotation/type-hint cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both are annotation-related changes in `src/transformers/cli/serve.py`, but they fix different problems: #43656 addresses runtime NameErrors from unquoted model/processor type hints, while #43842 fixes `TypeAdapter` resolution when pydantic is absent. They are related, not the same concrete bug or mergeable duplicate." + "reason": "Same file and same general theme, but different concrete bugs: 43656 adds future annotations and rewrites type hints, while 43842 makes TypeAdapter optional under TYPE_CHECKING to avoid requiring pydantic. They could both live in serve.py, but they are not the same underlying fix." } ] }, @@ -21167,8 +21161,8 @@ "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:44068|pull_request:44722", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -21223,7 +21217,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "ed60f99e4255811baefba09b4014c66eca51e8803c436ae19412ebcad2532001", + "prepared_review_unit_hash": "617ee52682ae1abe3fe153c9cc5acbfb7ea661c093047347aefcd1db9c14fa08", "component_budget": { "node_count": 28, "item_count": 28, @@ -21236,7 +21230,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75095, + "serialized_chars": 75094, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -21245,360 +21239,348 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific output-tracing refactors tied to the same umbrella effort (#43979), but most artifacts are separate model implementations and should not be merged as duplicates. Only a few pairs cover the same concrete model code path.", - "confidence": 0.91, + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors tied to issue #43979, not true duplicates across models. The only clear duplicate-style pairs are within the GPT-Neo and GPT-J branches; the rest touch different code paths/models and should stay separate.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best anchor: it explicitly targets #43979 and captures the core GPT-J/CodeGen output-tracing migration in a representative, non-trivial patch.", + "canonical_pr_reason": "No single PR cleanly represents the whole cluster because most artifacts are separate model-specific refactors; if one must be chosen, #44722 is the strongest representative of the GPT-J/CodeGen duplicate branch with the broadest, most complete diff.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest representative of the cluster because it directly implements the standardized output-tracing refactor for the core GPT-J/CodeGen path and links the work to the tracking issue.", + "best_pr_reason": "#44722 is the best representative PR among these because it is the latest and most complete standardized output-tracing refactor for the GPT-J/CodeGen path, with an explicit issue link and substantial code coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J), so this is not the same underlying change." + "reason": "Different models and files (CVT/FNet vs GPT-J); same tracking issue is not enough to merge them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet and DeBERTa v2 are unrelated implementations; same umbrella theme, but not the same bug/change." + "reason": "CVT/FNet refactor and DeBERTa-v2 refactor are separate model changes, not the same underlying code-path fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; 44085 looks like a narrower variant of the same change." + "reason": "Both target the GPT-J output-tracing rewrite in the same file; 44066 is a broader version that also carries the CodeGen copy, so these are plausibly one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; these are distinct refactors, not duplicates." + "reason": "RegNet and EfficientNet are separate model implementations; these are analogous refactors, not duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are different model code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths, so this is only a thematic similarity." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; same tracing pattern, but not the same underlying code-path problem." + "reason": "GPT-J/CodeGen vs EfficientNet are different code paths and different model families." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model code paths." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; shared issue target is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different models; this is only a thematic similarity." + "reason": "GPT-J/CodeGen and MGP-STR are different model-specific refactors, not one concrete bug fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations, so these are not duplicates." + "reason": "GPT-J/CodeGen and MPT are separate output-tracing migrations in different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model path; they appear to be the same refactor expressed in slightly different patches." + "reason": "Same GPT-Neo file, same output-tracing migration, and the later PR is a near-duplicate/refinement of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J and GPT-Neo are different model code paths, even though both are output-tracing refactors." + "reason": "GPT-J/CodeGen and GPT-Neo are different models and different forward paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations, so not the same underlying change." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors, not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths with only superficial similarity." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model code paths." + "reason": "ResNet and GPT-J are different model implementations; this is only a shared refactor theme." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations; same theme, not same bug/change." + "reason": "GPT-Neo and ResNet are distinct models and do not fix the same concrete bug." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model paths, so these are distinct changes." + "reason": "ResNet and MPT are separate output-tracing changes in different model families." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen: same family of refactor, but different model code paths." + "reason": "GPT-Neo and Flaubert are unrelated model-specific refactors." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different model branches, so these are not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different code paths." + "reason": "GPT-Neo and Flaubert are different code paths and different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated models." + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "GPT-Neo and GPT-J are distinct model refactors, not one fix." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo and MGP-STR are different models; same issue label does not make them duplicates." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model code paths." + "reason": "GPT-Neo and MGP-STR are unrelated model paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated model implementations." + "reason": "GPT-2 and MGP-STR are separate output-tracing changes, not the same bug or change." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different code paths." + "reason": "GPT-J and MGP-STR are different models and code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and XLM/Flaubert are separate model families; not the same change." + "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model code paths." + "reason": "GPT-2 and GPT-J/CodeGen are different model families; this is only thematic overlap." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated implementations." + "reason": "GPT-Neo and MPT are separate model implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "Segformer and LongT5 are unrelated code paths; shared standardized-tracing theme is too broad." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are distinct vision model implementations; same broad area, but not the same bug/change." + "reason": "RegNet and Segformer are different model families and fixes." }, { "left": "pull_request:44071", - "right": "pull_request:44161", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and LongT5 are unrelated model code paths." + "reason": "MPT and MGP-STR are unrelated model changes." }, { "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are separate model implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44073", "accept": false, - "reason": "MPT and MGP-STR are unrelated models." + "reason": "RegNet and VisualBert are distinct model refactors, not duplicates." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and XLM/Flaubert are different code paths." + "reason": "MPNet and Flaubert/XLM are separate model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "GPT-2 and MPT are different models with separate output code." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "MPNet and LongT5 are unrelated model paths." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model implementations." + "reason": "RegNet and LongT5 are different models; no shared concrete bug." }, { "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated models." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated model implementations." + "reason": "TextNet and Flaubert/XLM are different implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and SegFormer are different code paths." + "reason": "RegNet and GPT-Neo are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44068", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model implementations." + "reason": "MPNet and GPT-Neo are separate model refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model code paths." + "reason": "RegNet and MPNet are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated implementations." + "reason": "MPT and ImageGPT are unrelated output-tracing changes." }, { "left": "pull_request:44074", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and SpeechT5 are different model code paths." + "reason": "TextNet and LongT5 are separate model-specific refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and XLM/Flaubert are unrelated model implementations." + "reason": "GPT-Neo and LongT5 do not share the same underlying code-path problem." }, { - "left": "pull_request:44056", + "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "MPNet and MPT are separate model code paths." + "reason": "RegNet and MPT are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are unrelated models." + "reason": "SqueezeBert and DeBERTa-v2 are different models and different fixes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific output-tracing changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and TextNet are different model implementations." + "reason": "DeBERTa-v2 and VITS are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing refactor on the same core code path; these look like duplicate versions of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor family, same core code path, and the later PR looks like a consolidated follow-up." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same model path; 44722 is the broader version of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 is the broader consolidated version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are different model branches." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are distinct model implementations." + "reason": "CVT/FNet and RegNet are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model implementations." + "reason": "DeBERTa-v2 and SpeechT5 fix different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and ViTs are unrelated model code paths." + "reason": "DeBERTa-v2 and VITS are unrelated changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly same umbrella work with separate model-specific code paths, and the only accepted pairs are the ones that clearly share the same model path and appear mergeable as duplicate/refinement PRs. No pair verdict appears overstated." + "feedback": "Grounded and suitably conservative overall. The summary sticks to the packet, and the accepted pairs are same-model/same-file refactors that plausibly merge into one bugfix PR. I don\u2019t see an overclaim that would justify rejection." }, "evaluator_used": true, "retried": false, @@ -21636,7 +21618,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "28e62bb5b94574c104a3bfe1cd809f804c8bf8dcd74f8c59a6e421d2d43a4a9f", + "prepared_review_unit_hash": "76011e5a80b523345e5c5701eb8a19fe5b18810361d028375fd04273e6a7c84d", "component_budget": { "node_count": 28, "item_count": 28, @@ -21649,7 +21631,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17126, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -21658,48 +21640,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are pull requests in the same broad Hugging Face refactor wave for standardized output tracing, but they touch different model code paths and should not be deduplicated as the same fix. No issue is present in the cluster. The best representative PR is SpeechT5 because it has the most concrete scoped change and an explicit issue link.", - "confidence": 0.9, + "summary": "These PRs are all model-specific migrations to the same library-wide output-capture/tracing pattern, but they affect different models and code paths, so they are not duplicates of one another.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest canonical representative: it has an explicit issue target, a clear refactor title, and a focused change to one model\u2019s output tracing implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it explicitly targets an issue, clearly refactors a concrete model output-tracing path, and fits the shared standardized capture_outputs theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best overall representative of the cluster because it is concrete, well-scoped, and clearly tied to a tracked issue; the other PRs are similar but less anchored.", + "best_pr_reason": "PR 44129 is a good cluster representative because it is explicit about the intended refactor and has the clearest linkage to a tracking issue, but it is still model-specific rather than a superset of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they apply to different model files and different execution paths (FocalNet vs ImageGPT), so they are not the same underlying change." + "reason": "Different models and forward paths (FocalNet vs ImageGPT); same refactor theme, but not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These touch VisualBert and TextNet respectively; despite similar decorator migration, they are separate model-specific refactors and not one mergeable fix." + "reason": "VisualBert and TextNet are separate implementations with different output handling; these are parallel migrations, not one duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert have distinct tracing implementations and model internals; this is a shared refactor theme, not the same bug or change." + "reason": "MPNet and VisualBert touch different model stacks and call sites; they share a refactor pattern, not the same bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated code paths; the similarity is only the output-capture migration pattern." + "reason": "These are model-specific output-tracing updates in different subsystems, so they should not be merged as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model implementations, so these are parallel refactors rather than duplicates of one concrete fix." + "reason": "RegNet and SqueezeBert are unrelated model code paths; similarity is only at the decorator/refactor level." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 each change their own output tracing logic; they are not the same underlying code-path problem and would not plausibly be merged into one PR." + "reason": "Both migrate output handling, but for different models and distinct implementations, so this is not the same underlying change." } ] }, @@ -21779,274 +21761,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "0d24dfe595ab6f3ac4550a79accf0e97a4fc4d2615ded0e990cb9f818ede3f0e", + "prepared_review_unit_hash": "b7c30bdda798854f8b31af036831da34297384148ba806de7142966c7963516d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a cluster of similar-looking output-tracing refactors across many different model implementations, not a set of duplicate fixes for one shared bug or code path.", - "confidence": 0.91, + "summary": "This cluster is a set of model-specific output-tracing refactors, not a single duplicate change. The PRs share a common theme (`can_return_tuple`, output capture, forward-signature cleanup), but each targets a different model/code path, so the soft edges should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it is a broader two-file Mamba/FalconMamba refactor and includes the shared output-capture machinery, so it best captures the overall theme.", + "canonical_pr_reason": "PR 44025 is the closest representative of the shared refactor theme because it updates two tightly related depth-anything variants, but there is no true canonical PR for the whole cluster since the changes are independent per model.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative because it is the most substantial and central example of the output-tracing refactor pattern in this cluster.", + "best_pr_reason": "PR 44025 is the best single representative of the cluster\u2019s theme, but only as a broad exemplar; it is not a duplicate of the others and should not subsume them.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`timm_backbone` vs `upernet`); same refactor pattern, but separate code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); both are output-tracing cleanups, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`timm_backbone` vs `univnet`); only a shared helper refactor theme." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model families (`timm_backbone` vs `mamba/falcon_mamba`); not one concrete bug or patch." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`timm_backbone` vs `rwkv`); same tooling theme, distinct implementation." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`mobilenet_v1` vs `univnet`); both refactor output handling, but not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`mobilenet_v1` vs `upernet`); no shared code path." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`mobilenet_v1` vs `depth_anything`); same tracing cleanup theme only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`); unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); not one duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); both adjust output signatures, but separately." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); only a broad refactor similarity." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model areas (`vision_text_dual_encoder` vs `mamba/falcon_mamba`); not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`vision_text_dual_encoder` vs `depth_anything`); same helper usage, different code paths." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`univnet` vs `upernet`); same output-tracing refactor family, not the same artifact." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`univnet` vs `mamba/falcon_mamba`); no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`univnet` vs `depth_anything`); unrelated model-specific refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`upernet` vs `rwkv`); only thematic overlap." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model families (`upernet` vs `mamba/falcon_mamba`); no single code-path fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`mamba/falcon_mamba` vs `superpoint`); same refactor motif, not a duplicate." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`mamba/falcon_mamba` vs `codegen`); distinct implementation changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`timm_backbone` vs `codegen`); not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`univnet` vs `codegen`); shared pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`upernet` vs `codegen`); separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); not one mergeable PR." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); only broad output-tracing similarity." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`depth_anything` vs `superpoint`); no shared code path." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`depth_anything` vs `rwkv`); same refactor idea, different implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`depth_anything` vs `dpr`); not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); only thematic overlap." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different model families (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar wrapper refactor, but not duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no concrete shared bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); separate output-signature changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); only a broad refactor match." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`speech_encoder_decoder` vs `rwkv`); not the same code path." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); distinct changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`superpoint` vs `rwkv`); same tracing theme, but not one bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`superpoint` vs `dpr`); separate refactors." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; only the refactor pattern is shared." + "reason": "Different models (`rwkv` vs `dpr`); only high-level similarity in output handling." } ] }, @@ -22076,12 +22052,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "5939ab1f80e8a160ad19dcefa2bf471a31d686ec2c91dd75f3410b0192091d81", + "prepared_review_unit_hash": "0920210b6c636db7cf6a077b92b49703d0a32009fde192ae234f1dda342129d8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22089,7 +22065,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22098,18 +22074,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different model-addition PRs that only overlap on shared Transformers plumbing and docs/auto-registry files. They target different models and code paths, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share some boilerplate auto-registration/docs paths, but they do not target the same code path or bug, so the soft duplicate link should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate pair here; if forced to pick a representative, PR #45401 is the more focused and better-scoped change because it has an explicit issue target and is centered on one concrete TTS feature.", + "canonical_pr_reason": "PR 44662 is the more mature standalone implementation (non-draft, extensive review activity, full model/test/docs rollout) and is the better representative PR in this cluster; 45401 is a separate TTS addition.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the better standalone representative for the cluster because it is narrowly tied to Voxtral TTS support and includes an explicit tracking issue, whereas PR #44662 is a broader PenguinVL model implementation.", + "best_pr_reason": "PR 44662 is the strongest standalone PR here because it is a complete model implementation with tests and documentation, while 45401 is a different model family and draft.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS) with different filenames, model classes, and functionality. Shared auto/config/docs files are expected for any new model integration and do not indicate the same underlying change." + "reason": "Different model families and different changes (PenguinVL vs Voxtral TTS); shared docs/auto-registry files are generic scaffolding, not evidence of the same underlying fix." } ] }, @@ -22139,7 +22115,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "3ab961925b038cad1e75aa3374c84841413c7e15ab0900818122a6f3fe41eac1", + "prepared_review_unit_hash": "64a4f41566511991b4655196d533040c37360b25286b14dbca5f082f032f4bbb", "component_budget": { "node_count": 2, "item_count": 2, @@ -22161,18 +22137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related thematically around module/kernel fusion, but they are not the same change: #44979 introduces a new `module_fusion.py` API scaffold, while #45363 wires `KernelConfig` into model loading and adds integration/example code for n-to-1 kernel fusion. They should not be deduplicated.", - "confidence": 0.89, + "summary": "These are related fusion-feature PRs, but they target different layers and concrete changes: one adds a generic module-fusion API, the other wires in n-to-1 kernel fusion through KernelConfig and integrations. They are not duplicates and should not be merged as one PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45363 is the more specific, user-facing fusion change and touches the actual integration path (KernelConfig, modeling_utils, hub_kernels), so it is the better anchor for this cluster than the lower-level Module Fusion API PR.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the better cluster representative because it is the more concrete end-user feature: it spans loader/integration code, `KernelConfig`, and a usage example, whereas #44979 is mainly the lower-level module fusion API groundwork.", + "best_pr_reason": "PR 45363 is the strongest representative because it implements a concrete end-to-end kernel-fusion workflow rather than only introducing the underlying module-fusion scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but different concrete changes and code paths: one adds a module-fusion API module, the other adds kernel-config-based n-to-1 fusion integration. They are not mergeable as one PR without conflating separate features." + "reason": "They share the broad fusion theme, but 44979 adds a generic module-fusion API while 45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. Different scope, different code paths, not the same change." } ] }, @@ -22202,12 +22178,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "81dcc477885e4f5405e1199838c536737f2a35baf3b13306b4e15186151ed7d9", + "prepared_review_unit_hash": "1f09adb7d4a821b555a461b318c775f9ffa03f9c5e11ad2f2bb86e8d208115db", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22215,7 +22191,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22224,18 +22200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError in the same code path, with 45317 appearing to be the more complete version because it adds tests. They are strong duplicates and can be treated as one change.", - "confidence": 0.98, + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete patch because it includes tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and also adds test coverage, making it the more complete patch.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but adds test coverage and appears to be the more complete, review-ready fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative for the cluster since it contains the same bug fix plus tests, while 45086 is the narrower earlier version.", + "best_pr_reason": "PR 45317 is the strongest representative because it fixes the same concrete code path and includes validation via tests, making it the best single artifact to keep.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file and code path, with 45317 extending 45086 by adding tests." + "reason": "Same underlying AttributeError fix in the same function and file; the changes are functionally aligned and could be merged into one PR." } ] }, @@ -22269,12 +22245,12 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "7192bd8d301fc5cd72a77703e7ae5546e6dd48d26587f30f68544af8318bbca8", + "prepared_review_unit_hash": "3bf906c0484bda575cd0670cceedd6e05e522f9d7f6809f7d2318b3af324b587", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13738, + "serialized_chars": 13740, "estimated_input_tokens": 3435, "estimated_eval_tokens": 7126 }, @@ -22282,7 +22258,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13738, + "serialized_chars": 13740, "estimated_input_tokens": 3435, "estimated_eval_tokens": 7126 }, @@ -22291,30 +22267,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all Nemotron-related but split across different model families and feature tracks: NemotronH refactors versus Nemotron ASR streaming. The overlaps are broad thematic similarity, not duplicate code-path changes.", - "confidence": 0.9, + "summary": "These PRs are related by naming and some shared auto/docs plumbing, but they cover distinct changes: a NemotronH refactor, a NemotronH dense/sparse split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. I do not see a true duplicate pair among them.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the most central NemotronH architecture change and most likely subsumes the narrower 45115 refactor, making it the best representative PR in this cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45569 has the clearest, broadest scope within the NemotronH line and is the strongest anchor for this cluster; the ASR PRs are separate model additions rather than the same change.", + "best_pr_reason": "PR 46565 is the broadest ASR-related change in the set, but it is still not a duplicate of the others; the PRs target different model families and code paths.", "soft_edge_verdicts": [ { - "left": "Refactor/nemotron h inherit granitemoehybrid", - "right": "Proper nemotron H and 3 and 2", + "left": "pull_request:45115", + "right": "pull_request:45569", "accept": false, - "reason": "Related model family, but 45115 is a narrow inheritance refactor while 45569 is a broader split/cleanup across NemotronH dense/sparse models; not the same concrete change." + "reason": "Both mention NemotronH and touch auto/model files, but one is a GraniteMoeHybrid refactor while the other splits NemotronH into dense/sparse variants; different underlying changes." }, { - "left": "Proper nemotron H and 3 and 2", - "right": "Add Nemotron 3.5 ASR Streaming", + "left": "pull_request:45569", + "right": "pull_request:46565", "accept": false, - "reason": "Both touch Nemotron naming and auto/docs plumbing, but one is NemotronH architecture work and the other is ASR streaming; different model families and code paths." + "reason": "Shared docs/auto filenames are only broad infrastructure overlap; one is NemotronH architecture work and the other is Nemotron 3.5 ASR streaming, so they are not the same fix/change." }, { - "left": "Add Nemotron ASR Streaming", - "right": "Add Nemotron 3.5 ASR Streaming", + "left": "pull_request:46332", + "right": "pull_request:46565", "accept": false, - "reason": "Same ASR area, but these are separate model-version additions, not one shared bug or a single change that could plausibly be merged as one PR." + "reason": "Both are ASR-related, but they target different model generations (Nemotron ASR vs Nemotron 3.5 ASR) and likely different implementation paths; too distinct to merge as duplicates." } ] }, @@ -22344,12 +22320,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3b1168a35d2cdffd5711712378df7332a21cbc4da2e396294ca7c254924c7ace", + "prepared_review_unit_hash": "06abcbaa82c310ebd7a8591ddfedce1c7067e8726388ac8c2b2aba97e117f8de", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -22357,7 +22333,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -22366,18 +22342,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related PRs in the same heterogeneous-config initiative, but they are not duplicates: one adds the per-layer config plumbing, the other consumes it to add broader modeling/runtime support.", - "confidence": 0.92, + "summary": "These are related feature PRs for heterogeneous-model support, but they cover different layers of the stack: one adds per-layer config plumbing, the other adds model/cache/runtime handling. Related, but not the same duplicate change set.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45333 is the narrower foundational change: it introduces per-layer configuration support in `configuration_utils` and the heterogeneity helpers, which the larger modeling PR appears to build on.", + "canonical_pr_reason": "PR #45333 is the more foundational, self-contained change: it introduces per-layer configuration support that the model/runtime work builds on.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the better representative of the cluster because it is the core abstraction change and is more self-contained than the downstream modeling integration in #45332.", + "best_pr_reason": "PR #45333 is the best single representative because it defines the config mechanism that the broader heterogeneous modeling support depends on.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Same feature area, but not the same concrete change. #45333 adds per-layer config infrastructure; #45332 adds model/cache/masking behavior that uses that infrastructure. They could be merged separately and are not duplicate fixes." + "reason": "Not a duplicate pair: #45332 is the broader modeling/cache/runtime implementation, while #45333 is specifically per-layer config support. They are related parts of one feature, but not the same concrete fix/change." } ] }, @@ -22407,7 +22383,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "602bcd3606ceb09dbb5cb2e2b280822fff4853137cbe6131249cae39a9c89d50", + "prepared_review_unit_hash": "508ed381e616c552b3acda30ef9142c82f3cb3b99aacd5afc29490cdbd6dccc3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22429,18 +22405,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs and share a few files, but they address different problems: #45415 is a broad repository-wide type-checking cleanup, while #45425 adds concrete typing protocols/aliases to support specific integrations and model utility code. They should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Both PRs are typing-related, but they address different scopes: #45415 is a broad repo-wide type-checking pass, while #45425 adds/adjusts typing protocols and helpers for specific modeling code paths. They are not the same underlying change.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better canonical PR for this cluster because it has a focused, concrete typing change set centered on `_typing.py`, `modeling_utils.py`, and PEFT-related integration code, rather than a broad sweep of type-checking adjustments.", + "canonical_pr_reason": "#45425 is the more focused, self-contained typing-infrastructure change; #45415 is a wider type-checking sweep across many files.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best representative because it targets a specific compatibility/typing gap with clear implementation scope, whereas #45415 is a much wider type-checking pass across many files and is not the same underlying change.", + "best_pr_reason": "#45425 is the better representative of this cluster because it is a concrete code-typing change rather than a broad lint/type-check cleanup across the tree.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared filenames and general typing theme are not enough: #45415 is a broad `src/transformers/*py` type-checking enablement pass, while #45425 introduces specific typing aliases/protocols for modeling_utils/PEFT integration. They fix different code-paths and are not plausibly one merged PR." + "reason": "Do not treat as duplicates: #45415 is a broad type-checking cleanup, while #45425 introduces specific typing protocols/aliases for modeling_utils and related integrations. They share a typing theme and some files, but not the same concrete bug/change." } ] }, @@ -22470,40 +22446,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "437e784edbdaa3f47d75e1c4503c42fbeb34f701c30f420fd7fef323ab63e2d8", + "prepared_review_unit_hash": "9543f9a07d26c812207a6437b3d5760d5097ee27d79bd518c0d62ca0758326ff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs that both fix cached-forward bugs, but in different model families and with different code paths: Qwen3.5/OLMo hybrid linear-attention cached multi-token forward vs. Mamba2 use_cache with seq_len>1. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "These are two separate cache-related bugfix PRs for different model families and different code paths: Qwen3.5/Qwen3-next/Olmo hybrid linear attention cached forward vs Mamba2 `use_cache` with multi-token sequences. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the cleaner canonical PR: it has an explicit issue target, a narrowly scoped fix for a concrete seq_len>1 cache bug, and a focused test update.", + "canonical_pr_reason": "PR #46084 is the tighter, more self-contained fix: it targets one concrete Mamba2 `use_cache` bug, has an explicit linked issue, and the diff is focused on a single model path.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best representative of the cluster because it is the most self-contained and explicitly tied to a tracked bug, whereas #45513 spans multiple model files and a broader model-family-specific fix.", + "best_pr_reason": "PR #46084 is the best representative of the cluster because it is narrowly scoped and clearly tied to a specific reported bug, whereas PR #45513 spans multiple model files and a broader attention/cache fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs and different model code paths. #45513 targets Qwen3.5/OLMo hybrid linear-attention cached multi-token forward; #46084 targets Mamba2 cache handling when seq_len > 1. Shared theme is too broad to treat as the same change." + "reason": "Both mention cached forward/use_cache problems, but they fix different architectures and implementations: Qwen3.5/Qwen3-next/Olmo hybrid linear attention vs Mamba2 CUDA kernel cache handling. The underlying bugs and code paths are not the same." } ] }, @@ -22533,7 +22509,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "68bc090dd8ee2951d321d3065f29a70e5a1db7331c01abb6d201c54e6f5b77a4", + "prepared_review_unit_hash": "651e49646d73d0b95d209750a210222fc2747349870148eee7da814c2bdd3bc9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22555,18 +22531,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both touch EP-related loading code, but they fix different failure modes: one is about preserving distributed config / enabling EP-aware loading, the other is about preventing expert tensors from being overwritten during FSDP2/rank-0 broadcast. They are related, but not duplicates.", - "confidence": 0.87, + "summary": "Two distinct EP-related pull requests: one fixes serialization/loading of `distributed_config` for EP + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten during EP + FSDP2 loading. They overlap in `modeling_utils.py` but address different failure modes and code paths.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical candidate because it targets a concrete data-corruption bug in a specific loading path (experts being silently overwritten) and has the more self-contained, user-visible fix.", + "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a concrete loading bug with broader code impact, touches the actual load path (`core_model_loading.py`) plus EP integrations, and has a clear failure mode: experts being overwritten by rank-0 broadcast.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest representative of the cluster topic: it fixes a specific EP/FSDP2 loading bug with a clear code-path and direct correctness impact, whereas #45548 is more about compatibility plumbing for accelerate/ZeRO-3.", + "best_pr_reason": "PR 45662 is the best representative item for this cluster since it addresses a specific, user-visible EP loading corruption bug with explicit code-path changes. PR 45548 is related only by general EP support and a shared utility file.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP loading changes, but they address different bugs and code paths: #45548 preserves distributed config / adds EP awareness, while #45662 prevents expert parameters from being overwritten during sharded loading. They would not plausibly merge as one PR." + "reason": "Both are about expert parallelism, but they fix different bugs: 45548 preserves `distributed_config` and exposes `has_ep` for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents expert parameters from being overwritten during FSDP2 loading. Shared subsystem and one shared file are not enough to treat them as the same change." } ] }, @@ -22596,7 +22572,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "333577ab690e2f9b0f5dc24a7ebf48a4aa53109fe7a04d36172550526cc50503", + "prepared_review_unit_hash": "7d55f21ffae0c47d7174bd77674c0d46d9c60ad8ebbe93ec51d889f8daf3db96", "component_budget": { "node_count": 2, "item_count": 2, @@ -22618,18 +22594,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision in `testing_utils.py`; PR #45645 is the more complete version because it also updates the CI workflow to read multiple per-worker log files.", - "confidence": 0.92, + "summary": "Both PRs address the same xdist-related captured_info logging problem in transformers testing utilities, and PR 45645 appears to be the fuller version of the same fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the downstream workflow change needed to consume the new per-worker artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling plus the CI workflow update needed to preserve and aggregate the logs; PR 45639 is a narrower subset of that change.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the best representative of the cluster since it fixes the full concrete problem end-to-end, while #45639 only covers the writer side.", + "best_pr_reason": "PR 45645 is the best representative of the cluster: it fixes the collision in the code path and also updates the CI consumer of those artifacts, making it the more complete end-to-end change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: `captured_info.txt` collisions under pytest-xdist. #45645 appears to be a superset of #45639's fix and could plausibly be merged as one PR." + "reason": "Same underlying bug/change: xdist-safe captured_info logging for patched testing methods. They share the issue target and overlapping files, and 45645 extends the same fix with workflow changes, so they could plausibly be combined into one PR." } ] }, @@ -22659,7 +22635,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "93f25b81be90a6bb698fcdb5aa39b292cdc2940497bd1de9995c2b93559c47aa", + "prepared_review_unit_hash": "00495f84fa11b4debd02de76e5e0df2f926f6677dc2d0e3c32f2c35ec7c4ab5f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22681,18 +22657,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same repository touch some of the same model files, but they implement different linting rules and fix different code patterns. The overlap looks incidental rather than duplicate work.", - "confidence": 0.97, + "summary": "These are two separate linter-related PRs that overlap in some model files but address different code paths and different rules: TRF003 changes forward signatures/return_dict handling, while TRF018 changes weight initialization patterns.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #45720 is about TRF003 (return-tuple/forward signature cleanup across model forwards), while #46259 is about TRF018 (model weight initialization refactor). They target different underlying changes.", + "canonical_pr_reason": "No true canonical PR for duplication: 45720 and 46259 target different lint rules and different fixes, despite both touching modeling files.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good duplicate target for the other. If forced to pick the more representative cluster member, #45720 is slightly broader and more central to the shared file overlap, but the pair is not a true duplicate set.", + "best_pr_reason": "45720 is the cleaner, more focused representative of the cluster\u2019s linter/modeling theme, but it is still not a duplicate of 46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different code paths: TRF003 changes forward return-tuple handling, TRF018 changes initialization logic. Shared model filenames do not indicate the same underlying fix." + "reason": "Overlapping model files and linter framing are too broad to imply duplication. 45720 fixes TRF003 return_dict/can_return_tuple behavior; 46259 fixes TRF018 initialization logic. Different underlying problems, so do not merge." } ] }, @@ -22788,12 +22764,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "c6d96aba025fd2fd8f43cfd5e55625391506506e68ae1aabb317289e7449bce6", + "prepared_review_unit_hash": "962397388567221e3a006bfb570a904dab9089cfce78dcc8c7b825ddfaf814ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5200, + "serialized_chars": 5199, "estimated_input_tokens": 1300, "estimated_eval_tokens": 2856 }, @@ -22801,7 +22777,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5200, + "serialized_chars": 5199, "estimated_input_tokens": 1300, "estimated_eval_tokens": 2856 }, @@ -22810,18 +22786,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates. PR 45932 is a mixed CI/telemetry and model-config change, while PR 46100 is a test migration adding kernel tests and related test infra. They share only broad testing/CI context, not the same concrete bug or change.", - "confidence": 0.96, + "summary": "These PRs are only superficially similar: both touch testing/CI, but 45932 is a model/CI change for grafana/OTEL and model config tweaks, while 46100 is a test-migration PR adding kernel tests and workflow tuning. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate pair; the changes target different code paths and different goals.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the better cluster representative because it is a more coherent, self-contained test migration/change set. PR 45932 is mostly unrelated CI/workflow and model configuration churn.", + "best_pr_reason": "PR 45932 is the more substantive product-facing change, but it is not a duplicate of 46100; 46100 is primarily a test migration and workflow adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: 45932 updates CI/workflow secrets and several model configs, while 46100 adds kernel tests and test-migration files. They do not appear mergeable into one PR for the same concrete fix/change." + "reason": "Do not merge as duplicates: the overlap is only broad testing/CI activity. 45932 changes CI secrets and model code/config, while 46100 adds new kernel/model tests and tweaks an anti-slop workflow. They do not target the same concrete code-path problem." } ] }, @@ -22851,40 +22827,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "5898c557ca3f5acf198a58842cd631e4cf16a9d595966c7679dbf537968c9d7e", + "prepared_review_unit_hash": "b1ff6c39552291d21e0e8091947e810d0dd8cb028415309fb744a6f6675f0c57", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change around tensor-parallel router handling, while PR #46269 is a broad distributed branch base touching many unrelated distributed/FSDP areas. They share some filenames, but not the same concrete fix or mergeable code path.", - "confidence": 0.88, + "summary": "These two pull requests overlap in distributed/MoE files, but they are not the same change: one is a focused EP + Trainer integration, while the other is a broad distributed branch base touching many unrelated areas. The shared filenames alone are not enough to merge them as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change focused on EP router/tensor-parallel integration and trainer wiring; it has a clear single-purpose scope.", + "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a specific feature goal and a narrower change set centered on EP/Trainer integration, whereas #46269 is a broad base branch with many unrelated distributed updates.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative because it targets one concrete feature/fix, whereas PR #46269 is a large umbrella branch-base PR with mixed distributed changes.", + "best_pr_reason": "PR #46126 is the best single PR to represent the cluster since it describes a concrete, coherent code-path change rather than a general integration/base branch.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared files alone are not enough here. PR #46126 is an EP/router-specific integration, while PR #46269 is a broad distributed branch base covering multiple unrelated subsystems (FSDP, CI, integrations, model loading). They do not appear to fix the same underlying bug or change, and would not plausibly merge as one PR." + "reason": "Not the same underlying change: #46126 is an EP + Trainer integration PR, while #46269 is a broad distributed branch base spanning FSDP, tensor parallel, MoE, CI, and other files. Shared distributed filenames do not make them mergeable into one fix." } ] }, @@ -22950,12 +22926,12 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "005b295efe4efd27f43c7a72ac004245220cb69c99a1b2cdf6067be4a00b79c3", + "prepared_review_unit_hash": "7a378b5bf4fc127f050791a4939b59321ebbe5c7f18d59fd7d4efc4adb8cab30", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25928, + "serialized_chars": 25925, "estimated_input_tokens": 6482, "estimated_eval_tokens": 13220 }, @@ -22963,7 +22939,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25928, + "serialized_chars": 25925, "estimated_input_tokens": 6482, "estimated_eval_tokens": 13220 }, @@ -22972,186 +22948,186 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated workflow-maintenance PRs that were grouped by title similarity. The only true overlap is that several PRs touch .github/workflows/pr-ci-security-gate.yml, but they make different security-related changes and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are mostly unrelated workflow chore PRs that only share broad security/CI themes. The only plausible duplicate-like pair is the two pr-ci-security-gate workflow hardening PRs; the rest touch different workflows or different changes to the same workflow file.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are distinct workflow edits, and even the repeated pr-ci-security-gate changes are separate follow-up changes rather than one duplicate fix.", + "canonical_pr_reason": "PR 46554 is the most substantive and central change in the only closely related set: it adds the actual security-check logic for `pr-ci-security-gate.yml`, making it the best representative PR here.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive representative of the pr-ci-security-gate sequence, but it still is not a duplicate of the later edits.", + "best_pr_reason": "PR 46554 is the strongest standalone representative because it addresses the concrete security-gate workflow behavior directly, whereas the other PRs are either orthogonal workflow edits or narrower follow-ups.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows: self-comment CI vs PR CI security gate, with unrelated behavior changes." + "reason": "Different workflows and different behavior: stdin handling for self-comment CI vs security gating in pr-ci-security-gate.yml." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated changes; only title style is similar." + "reason": "Unrelated workflow changes; one updates self-comment CI message piping, the other hardens a PR security gate." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Different files and purposes; self-comment CI update is unrelated to a reusable-workflow comment change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "No shared underlying bug/change: self-comment CI input handling vs secrets handling in a PR security workflow." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: stdin handling in self-comment CI vs commit-message parsing in build-ci-docker-images." + "reason": "Different CI workflows and different logic; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated concerns: SSH runner hardening vs benchmark dispatch trigger." + "reason": "SSH runner hardening is unrelated to benchmark workflow trigger changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and unrelated concerns: SSH runner hardening vs anti-slop permissions." + "reason": "Different workflow files and distinct changes; no same underlying bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated concerns: SSH runner hardening vs reviewer-assignment checkout ref." + "reason": "SSH runner security tweaks do not match assign-reviewers checkout changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated concerns." + "reason": "Different workflow areas: SSH runner hardening vs PR security gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated concerns." + "reason": "No overlap beyond general CI hardening; these are separate workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows with different purposes: anti-slop permissions vs benchmark dispatch support." + "reason": "Anti-slop permission cleanup and benchmark trigger changes are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Different workflows and different behavior; not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Anti-slop vs build-ci-docker-images are separate workflow edits with no common code path." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "These touch different CI workflows and different problems." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark dispatch logic." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Different workflow purposes; no evidence of the same underlying bug/change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Assign-reviewers workflow change is unrelated to PR security gate hardening." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Benchmark workflow trigger expansion and build-ci-docker-images message handling are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Different workflows and different behavior; not mergeable as one fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Build-tag detection in one workflow is unrelated to PR security gate checks in another." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "No shared concrete change; one updates docker-image CI, the other a security gate workflow." }, { "left": "pull_request:46554", "right": "pull_request:46558", - "accept": false, - "reason": "Same file, but different concrete security-gate edits: one adds repo checkout and file checks, the other changes permissions/approval flow." + "accept": true, + "reason": "Both modify `pr-ci-security-gate.yml` and harden the same PR security-gating path; they look like compatible parts of one workflow-security update." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different changes: security checks vs reusable-workflow safety notes." + "reason": "One adds security checks; the other only adds explanatory comments around a reusable workflow call." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: security checks vs secrets inheritance tightening." + "reason": "Both are security-oriented, but one changes the reusable-workflow call's secrets handling while the other changes gate logic; not the same concrete fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different concrete changes in the security-gate workflow." + "reason": "Permissions/approval gating changes are not the same change as adding safety comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different concrete changes in the security-gate workflow." + "reason": "Different security hardening steps in the same file, but not the same underlying bug or change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different concrete changes in the security-gate workflow." + "reason": "Comment-only clarification versus actual secrets behavior change; not duplicates." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Completely different workflows and concerns." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated behavior changes." + "reason": "Build-ci docker-image workflow change is unrelated to PR security-gate secrets handling." } ] }, @@ -23181,7 +23157,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "117b492514d80860027b0d8b0ace4c6e0ac2f66988160d944f217880e36fa847", + "prepared_review_unit_hash": "4c70632f6f413ceb07336f153647c5e90bc8005dc4a348ef00f7656b97a68cee", "component_budget": { "node_count": 2, "item_count": 2, @@ -23203,18 +23179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a theme of avoiding brittle source-file reads, but they fix different code paths in different modules: one in `import_utils.py` and one in `modeling_utils.py` with tests. They are not the same underlying change.", - "confidence": 0.91, + "summary": "The two pull requests both replace direct file-open source inspection with a safer source-reading mechanism, but they target different code paths and different bugs: one in import-utils/package traversal, the other in attention-implementation detection. They are related in theme, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better representative of the cluster because it is a concrete, self-contained fix with test coverage for a specific source-reading heuristic.", + "canonical_pr_reason": "PR 46207 is the cleaner representative of the cluster theme: it has a clearly scoped behavioral change in one code path, includes tests, and the title matches the concrete fix more directly than the more infrastructure-oriented 46152.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone candidate: it targets a precise bug in `_can_set_attn_implementation` and includes validation tests.", + "best_pr_reason": "PR 46207 is the better standalone PR because it addresses a specific runtime decision point in modeling_utils with explicit test coverage, making it easier to review and merge independently.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same broad idea of avoiding `open()` for source inspection, but they touch different functions and modules with different failure modes; not mergeable as one PR." + "reason": "Both PRs concern safer source inspection, but they modify different modules and solve different problems: 46152 is about resolving package traversables in import_utils, while 46207 changes _can_set_attn_implementation in modeling_utils. They do not look like the same underlying bug or mergeable single PR." } ] }, @@ -23244,12 +23220,12 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "2cfc50d71a1d48c5db64dd8806aa030e0713b8b8344b44695b6f9999c163f511", + "prepared_review_unit_hash": "14f8bebe718c52ad6b6da4ebb0ff2ee4474aede9760faa632185a201334ca07c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5700, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23257,7 +23233,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5700, + "serialized_chars": 5699, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23266,18 +23242,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add SDPA attention dispatch support, but they target different model families and code paths (T5 vs wav2vec2/audio models). They are related in theme, not duplicates.", - "confidence": 0.97, + "summary": "Both PRs add SDPA dispatch support, but they target different model families and distinct code paths, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46196 is the broader representative of the cluster theme: it spans multiple wav2vec2/audio-related model implementations and includes the larger implementation surface.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46196 is the strongest standalone representative because it covers a wider set of affected audio models and is more comprehensive than the T5-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Same broad goal, but different architectures and implementation paths. These would not plausibly be merged into one PR as a duplicate fix." + "reason": "Same high-level feature request, but different model families (T5 vs wav2vec2/audio) and different underlying attention implementations; they would not plausibly merge into one PR." } ] }, @@ -23373,7 +23349,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "482a13eb32ea69b10273afaa02091c07a9fec2845d3d4e4c0b29a4deef73f98f", + "prepared_review_unit_hash": "9daee22c2e8b16383629171d278fc40d2d5abb9d76ca64f2f18616a26aae416c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23395,18 +23371,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window right-boundary off-by-one bug (`<` to `<=`) in Moonshine streaming; PR 46546 is the broader, more complete version and also patches Gemma4 plus tests.", - "confidence": 0.95, + "summary": "Both PRs fix the same off-by-one in the sliding-window right boundary (`-dist <= right_window_size`), with 46546 expanding the same fix to Gemma4 and adding tests.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the best canonical PR because it contains the shared Moonshine streaming fix, extends the same bug fix to Gemma4, and includes test coverage, making it the more complete representative of this change.", + "canonical_pr_reason": "46546 is the more complete representative: it includes the same Moonshine streaming boundary fix, adds tests, and also covers the analogous Gemma4 path.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best representative for the cluster since it addresses the same concrete boundary bug while covering more affected code paths and adding tests.", + "best_pr_reason": "46546 is the best overall PR for this cluster because it addresses the target bug in Moonshine streaming and includes validation coverage; 46310 is a narrower subset of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying off-by-one boundary bug in the sliding-window mask; the Moonshine change is identical, and 46546 simply broadens the fix to another model plus tests, so they could plausibly be merged into one PR." + "reason": "Same underlying off-by-one boundary bug in Moonshine streaming's right window mask; the code change is identical in the shared function, and 46546 is a broader superset rather than a different fix." } ] }, @@ -23436,12 +23412,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "325f8cb6ab627d525a6b73e291606663699f044fef36ac74f94c9fb7c510404e", + "prepared_review_unit_hash": "23f1b3860ef2b8bf3aa0236fea1bbf834b4548a31d61a45017a1ccf95a383f86", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23449,7 +23425,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23458,18 +23434,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, while the other introduces the HunYuan VL model package, docs, and tests. They do not appear to be duplicates or mergeable into a single PR.", - "confidence": 0.98, + "summary": "The two pull requests are about different features: one adds multimodal support to continuous batching internals, while the other adds the HunYuan VL model with docs, tests, and auto-mapping changes. They do not look like the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the more self-contained and clearly scoped change set, with a complete model addition across code, docs, and tests. PR 46376 is a separate draft infrastructure refactor for continuous batching.", + "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a complete, self-contained model integration with docs/tests and a clear scope, whereas #46376 is a draft infrastructural feature change.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest standalone representative of the cluster because it is a complete feature addition. PR 46376 is a different subsystem change and not a duplicate of it.", + "best_pr_reason": "PR #46417 is the strongest representative of the cluster: it is non-draft, substantially complete, and has a coherent standalone deliverable.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous batching multimodal cache support versus adding a new HunYuan VL model. No shared filenames, targets, or concrete bug/fix overlap." + "reason": "Different domains and code paths: continuous batching multimodal support vs. adding a specific HunYuan VL model package. No shared files, targets, or concrete overlapping bug/change." } ] }, @@ -23499,40 +23475,40 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "f4d6feade69219ea43c36ad1c6db0333769718b98c3bebc8f2a5ddfe064885cf", + "prepared_review_unit_hash": "a7690345d8b58f6ab8c064b8d76b15bb6f8612f287debd202cf209e6ac0d7056", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "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": "Two unrelated tokenizer fixes: one for CodeLlama decode stripping, one for DeepSeek checkpoint/tokenizer-class resolution. They share a broad theme but not the same underlying bug or code path.", - "confidence": 0.97, + "summary": "These are two unrelated PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek checkpoint-to-tokenizer class selection in AutoTokenizer. The cluster similarity is superficial (both touch tokenizer code) but they do not describe the same bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46574 is the narrower, cleaner bug fix centered on a concrete decode regression in CodeLlama and includes a targeted tokenizer change plus tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the stronger representative because it fixes a single, well-scoped runtime bug with a direct code-path change; PR #46580 is a separate auto-tokenizer mapping issue.", + "best_pr_reason": "No single PR is a true representative of the cluster because the changes address different code paths and different model families; neither subsumes the other.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different problems and code paths: CodeLlama decoder initialization/strip behavior vs DeepSeek checkpoint-prefix tokenizer-class override. They would not plausibly be merged into one PR as a single fix." + "reason": "Reject: different underlying problems and fix scopes. PR 46574 changes CodeLlama decoder setup to preserve leading spaces on decode, while PR 46580 adds checkpoint-prefix overrides so DeepSeek models load the correct tokenizer class. They are not the same bug and would not plausibly be merged as one PR." } ] }, @@ -23562,12 +23538,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "35bad15ba8f2447d982fa3aeb685899268b0425ec47a56caa7e93e2e96186940", + "prepared_review_unit_hash": "62da8a7947528583312a5d98beae0e298cf3ad8f769750d8b3b246e96037f367", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23575,7 +23551,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23584,18 +23560,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both Mistral-related PRs, but they address different changes: one is a package refactor/move of MistralConverter, the other adds tekken tokenizer detection/conversion/save support. They are related but not duplicates.", - "confidence": 0.91, + "summary": "Two open Mistral PRs overlap heavily in files, but they target different changes: one refactors/moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They are related but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the better canonical PR because it contains the more substantive user-facing tokenizer functionality; #46603 is mostly a code-organization move of MistralConverter.", + "canonical_pr_reason": "PR #46604 is the broader, more behavior-changing Mistral work and is the better representative of the cluster; it introduces actual tokenizer detection/conversion/save functionality rather than only relocating code.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best representative of the cluster since it introduces the main behavioral change, while #46603 is a narrower refactor in the same area.", + "best_pr_reason": "PR #46604 is the strongest standalone candidate because it addresses a concrete tokenizer feature gap and covers the main user-facing change in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different concrete changes: #46603 moves MistralConverter into a new package location, while #46604 adds tekken tokenizer detection/conversion/save utilities. They touch similar files but not the same underlying fix and would not naturally merge into one PR." + "reason": "Reject: #46603 is a code organization refactor moving MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They touch the same subsystem and files, but not the same underlying bug/change or mergeable code path." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 0a354539a1a12bf855849e3dca2533754c7fd625..d69d4a0475d4588b886c46f8e4a0e481fb5faf4a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260618t000034z", + "analysis_id": "hybrid-model-20260618t060045z", "archived_artifacts": { - "hybrid": "snapshots/20260618T000034Z/analysis-runs/hybrid-model-20260618t000034z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260618T000034Z/analysis-runs/hybrid-model-20260618t000034z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-18T00:09:37Z", + "published_at": "2026-06-18T06:05:13Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260618T000034Z", + "snapshot_id": "20260618T060045Z", "variant": "hybrid" } diff --git a/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.json b/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..db47cf0e46f009f09a2b10ad60fb3ec206b71f3f --- /dev/null +++ b/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.json @@ -0,0 +1,2280 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260618T060045Z", + "generated_at": "2026-06-18T06:05:11Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 41116, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.788, + "size_similarity": 0.859, + "file_overlap": 0.75, + "area_overlap": 0.838, + "patch_similarity": 0.65, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 737, + 744 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 301, + 307 + ], + [ + 742, + 748 + ], + [ + 1360, + 1366 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 150 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 576 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 422 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 134 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45987-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45987, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 46173, + 46474 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46474, + "code_similarity": 0.65, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ], + "right_ranges": [ + [ + 79, + 85 + ], + [ + 461, + 467 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 46546, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 46546 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 46546, + "code_similarity": 0.566, + "size_similarity": 0.444, + "file_overlap": 0.5, + "area_overlap": 0.867, + "patch_similarity": 0.16, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 355, + 361 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46562-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46562, + "issue_numbers": [], + "pr_numbers": [ + 46562, + 46658 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.168, + "size_similarity": 0.401, + "file_overlap": 0.032, + "area_overlap": 0.0, + "patch_similarity": 0.523, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 441, + 447 + ], + [ + 591, + 598 + ], + [ + 823, + 829 + ], + [ + 883, + 889 + ], + [ + 1082, + 1088 + ], + [ + 1205, + 1211 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 795, + 801 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46554-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46558, + "issue_numbers": [], + "pr_numbers": [ + 46554, + 46558 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46554, + "right_pr_number": 46558, + "code_similarity": 0.433, + "size_similarity": 0.429, + "file_overlap": 1.0, + "area_overlap": 0.1, + "patch_similarity": 0.081, + "shared_filenames": [ + ".github/workflows/pr-ci-security-gate.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/pr-ci-security-gate.yml", + "left_ranges": [ + [ + 16, + 45 + ] + ], + "right_ranges": [ + [ + 13, + 19 + ], + [ + 57, + 63 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 41116, + "duplicate_pr_numbers": [ + 45613 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "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-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46554-2", + "canonical_pr_number": 46558, + "duplicate_pr_numbers": [ + 46554 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46554-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..cfba405b8651a70b986bc1eebebf09f785df5685 --- /dev/null +++ b/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,23586 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260618T060045Z", + "generated_at": "2026-06-18T06:05:11Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "7c86c1552f899ba60896cee129b60c46ec4b166293331562afb6bb8f15ec6dd4", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 62, + "serialized_chars": 45731, + "estimated_input_tokens": 11433, + "estimated_eval_tokens": 23122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous runtime/docs/model-compatibility issues. I found one clear duplicate pair: the two DeepSpeed ZeRO-3 + BERT index-out-of-bounds reports (43596/43638). The rest are only loosely similar and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only true duplicate pair in the set: both it and 43638 report the same DeepSpeed ZeRO-3 / BERT index-0-out-of-bounds failure during model init.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best issue anchor because it captures the duplicate subcluster most clearly and is the cleaner title of the matching pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute access vs chat/completions streaming inference error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models/backends: GPT-OSS on AMD GPUs vs MoE MPS histogram unsupported for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different problem classes: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is not the same bug as GPT-OSS-20B on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "One is GPT-OSS on AMD GPUs; the other is a broken Nemotron example. Not the same underlying issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures; no shared concrete code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Deepspeed collective mismatch vs ModernBERT ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model export/runtime issues, but different models and different failure modes." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both concern docs/examples, but they target different features and different doc problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup issues, but they reference different removed commands/tasks and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import error are different regressions." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different trainer/resume scenarios and different reported failures." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask/tensor shape mismatch is not the same as Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape errors, but the model paths and root causes differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT init error is unrelated to resume-training with trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Similar error family, but not the same code path or model setup." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and video token/feature mismatch are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic tensor mask mismatch is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training with remote code and a broken Nemotron example are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in chat template is unrelated to resume-training issues." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT init failure is unrelated to resume-training with remote code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different distributed failures; only superficial similarity in deepspeed wording." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: DeepSpeed ZeRO-3 + BERT initialization hits the same index-0-out-of-bounds failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call path is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model/tokenization issue vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA reload inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class error are different problems." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a weight-shape RuntimeError and the other is a collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as a generic mask/index shape error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but different reported bugs: CPU offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 init failure and GPT-OSS MoE TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing recompute mismatch and CustomTrainer.compute_loss signature break are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and code paths; no duplicate evidence." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific device/dtype issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different GPT/Qwen model/runtime failures and different hardware paths." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: reverse embedding lookup vs video feature/token mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and reverse embedding lookup are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they are different incompatibility reports." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing and Qwen3 auto device mapping are different failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as MPS histogram not implemented for Int." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo grouped_mm tracing error is unrelated to image preprocessor dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and unrelated failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend issues; no same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary stays conservative, and the only accepted soft pair (issue:43596/issue:43638) is well supported by the titles. The other verdicts mostly avoid overclaiming and do not look like obvious duplicates from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:44387|issue:45005" + ], + "prepared_review_unit_hash": "26b5b8b76dd8f0aa7f4295f1f0d464629f541f93743428f673d7b3e955fd9d0a", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39792, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; only two soft pairs look like true duplicates: the AutoTokenizer v5 token-ID regression and a DeepSpeed ZeRO-3 index-out-of-bounds loading failure.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the broad, current umbrella for the AutoTokenizer v5 token-ID regression across multiple model families, so it best represents the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most useful triage target: open, broad, and already framed as the shared tokenizer regression rather than a narrow model-specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failure modes: corrupted-checkpoint/load failure vs missing text-encoder weight loading." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility-related, but one is a torch version incompatibility and the other is support for USE_DISTRIBUTED=0." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM model load failure vs distributed-build support regression; unrelated code paths." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 init/loading failure class: index 0 out of bounds from empty/size-0 tensors while loading models." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: Gemma3 sliding_window_pattern config issue vs Qwen3 MoE auto device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover different APIs and different stale references." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error vs distributed support regression; not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support failure vs table-question-answering task crash; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy path issue vs Qwen3-vl video StopIteration; different subsystems." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression vs outdated RAG examples; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch vs Qwen3.5 video/chat-template mismatch; different code paths." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral vs Gemma4 PLE device mismatch; not the same issue." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading bug vs docs/examples update; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage vs distributed-build support regression; different failures." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader umbrella report spanning more affected model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint/load issue vs NemotronH implementation cannot load checkpoints; different models and symptoms." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API incompatibility vs distributed support regression; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error vs RAG docs issue; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but Gemma3TextConfig/vLLM and Qwen3-MoE are different model/config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but one is a mask/tensor shape mismatch and the other is an empty-index out-of-bounds during BertModel init." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model load failure vs table-question-answering crash; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure vs Ovis2 checkpoint corruption; different model issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility vs pydantic PretrainedConfig field regression; different incompatibilities." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization bug vs table-question-answering crash; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure vs pydantic model field regression; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-sensitive issues, but ZeRO-3 empty-index init failure and torch/transformers compatibility are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: chat crash vs streaming inference API failure." + }, + { + "left": "issue:45685", + "right": "issue:46304", + "accept": false, + "reason": "MPS histogram int error in MoE vs distributed support regression; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both are MoE-related, but grouped_mm tracing and MPS histogram failures are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin vs Gemma3TextConfig sliding_window_pattern; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure vs autocast dtype mismatch; different MoE bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 vs Ovis2 checkpoint corruption; unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor load failure vs compile non-template nodes; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the reported mechanics differ: mask-shape mismatch vs empty-index out-of-bounds." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn fallback gating vs remote-code model_class/config_class error; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression vs pydantic PretrainedConfig field regression; different config bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility issue vs Gemma4 device mismatch; different failures." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure vs GGUF gpt-oss support request; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 CUDA memory regression vs tied-weights translation-model issue; different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The triage is grounded in the packet: the canonical issue choice is well-supported by the open, broader AutoTokenizer v5 regression report, and the soft-edge verdicts stay conservative overall. The two accepted pairs both have strong title-level alignment (shared exact regression/error class), while the rejected pairs are mostly kept separate for sensible model- or subsystem-specific differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "5b3e321af2af67b518dfbbf07c0092ec498de914d803c8df5e35d584e9832298", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36254, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few pairs look like the same underlying regression, but most are only superficially similar and should remain separate. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the clearest representative of an accepted duplicate-like set: it describes the broad v5.3.0 video-input regression across several Qwen VL / Qwen3.5 variants and names the concrete broken path.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue to anchor triage because it states a concrete regression with a wide affected surface and is the most representative of the accepted video-input bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention mask/shape failures, but one is a generic mask-index mismatch and the other is a TRL SFT/input-embedding failure on Qwen3.5; too little evidence of the same root cause." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failures: grouped_mm tracing error in Mixtral vs tensor-parallel-only failure in GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE; the other is a streaming chat/completions failure on Qwen3.5-0.8B. Different code paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss is unrelated to a Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights`/_is_hf_initialized construction error is a different bug from the pydantic `PretrainedConfig` field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a pydantic model-field regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage deserialization are different runtime failures." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad to be the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask-length mismatch and the other is a zero3/BertModel empty-tensor index error; different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen video-input regression family: both describe mismatches between video features and video tokens/chat templating on Qwen3.5 variants." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2-specific reports of bad/nonsensical outputs, suggesting the same underlying model implementation regression." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping in AutoModelForCausalLM and uninitialized rotary embedding memory after to_empty() are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration and remote-code model_class/config_class lookup are separate failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 image dtype mismatch vs Qwen3.5 input-embedding/TRL packing failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape initialization error is unrelated to Qwen3.5 input-embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to remote-code/custom-module resolution loading the wrong artifact because the cache/path identity is not unique enough." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization in v5 and Flash-Attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are not the same as translation-model tied-weight issues in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8 failure and Flash-Attn2 fallback gating are different subsystems and failure modes." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model regressions do not share a concrete code path." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior and tied-weight translation-model regressions are too far apart." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to a documentation typo about the removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different defects." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-doc-command mismatch are just documentation issues, not the same one." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are input-validation error-message bugs in the shared decoder/input-checking path; T5 is a concrete instance of the broader XOR validation problem." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different model families; same general area, but not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder v1 detokenization regression and an NVFP4 loading/runtime error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 runtime failure and GraniteMoEHybrid invalid method are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary matches the packet, the accepted soft edges are plausible from the titles alone, and most non-matches are conservatively rejected. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "e555f838f81ea1a151821e8da191de576f1c86f0fb68392264a188b9d61cab82", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38112, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-specific bugs, tokenizer/loading regressions, and training/runtime issues. The only clearly duplicate subcluster is the Transformers v5 non-persistent-buffer regression; the tokenizer mis-tokenization pair also looks like the same underlying v5 tokenizer bug family.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43950 is the clearest root report for the Transformers 5.x non-persistent-buffer regression, and it best anchors the strongest duplicate subcluster (with 43644/44534/45902).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative because it describes the core bug directly, rather than a downstream symptom or a broader follow-on report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer regression; 44534 is the same corruption/junk-buffer bug described in 43950." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is degraded text embeddings; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption bug; 43644 and 43950 describe the same failure mode with different wording." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: a custom `compute_loss` signature mismatch vs a DeepSpeed ZeRO-3 loading index error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities (`_is_hf_initialized` vs missing `Float8_e4m3fnStorage`), not the same code path." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/runtime problems: autocast dtype mismatch on Phi-tiny-MoE vs RLHF instability from Qwen3.5 3D `position_ids` handling." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression family in v5+; 46489 is a specific DeepSeek-Coder instance of the broader wrong-token-IDs bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a loading-noise issue are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality complaint, the other is a tokenizer-version behavior change; too broad to be the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2 output quality, but they describe different symptoms and no shared concrete failure path." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer materialization regression; 45902's uninitialized `inv_freq` is a concrete manifestation of 43950's bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated issues: bad AutoTokenizer error for Voxtral vs missing `all_tied_weights_keys` on MolmoForCausalLM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related to SigLIP2, but one reports poor embeddings and the other reports HF/JAX parity mismatch; not clearly the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training issues: ineffective gradient checkpointing with PEFT LoRA vs higher reserved memory under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different root causes: Gemma4 FSDP2 `shared_kv_states` KeyError vs Qwen3_5Moe `inv_freq` uninitialized memory." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "A generic loading-noise report and a specific tokenizer/model loading failure are not duplicates." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek-Coder detokenization and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Unnecessary load noise vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed causing a weight-dimension error is unrelated to early stopping metric resolution." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch `remote_code`, but one is a missing-fields config bug and the other is a broad breakage claim; not the same concrete failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related training problems with different mechanisms." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE/LoRA compatibility issue are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are separate subsystems and separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and a bitsandbytes Int8Params constructor incompatibility are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram implementation gap vs Gemma4 device-map mismatch are different errors." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-specific loading issues with no shared code path." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures: GLM4V load failure vs missing `all_tied_weights_keys`." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code breakage and a Gemma4 device mismatch are not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping helper failure and remote_code breakage are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/MoE/LoRA, but one is a version-compatibility break and the other is a configuration warning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime/device issues: dtype mismatch vs device-map placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is clearly heterogeneous, and the duplicate calls are mostly conservative. The non-persistent-buffer v5 regression subcluster is well supported by the titles, and the tokenizer regression pair is also reasonably framed as a related v5-family issue rather than overclaimed as a universal duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "49c326d8de779fa026a1f13201a85b863a11a0777f31c6b98b9001c1b09ecdb2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but a few pairs look like true duplicates: stale v5 docs references, DeepSeek tokenizer regressions, the `_is_hf_initialized` init-empty-weights/typeerror path, and the identical mask-shape IndexError. Most other pairs are only loosely related by subsystem or model family and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here: it describes a general recent-version regression affecting remote-code models, which makes it the best anchor for the cluster even though most other items are narrower and not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative issue for the overall cluster because it captures the common theme of v5 regressions breaking previously working model-loading paths, while the rest are mostly model-specific edge cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Related regression theme, but not the same bug: one is a broad remote_code breakage, the other is a specific Kimi-K2.5 tokenizer/codec regression." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different methods (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup problem: both report stale references to pipeline/tasks removed in v5." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression family: DeepSeek tokenization is broken because v5/LlamaTokenizer no longer respects the tokenizer.json pre-tokenizer behavior." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: tied `lm_head` weights in Mistral3 vs corruption of non-persistent buffers during `from_pretrained()`." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model-loading APIs, but one is config unwrapping for composite multimodal configs and the other is a remote-code `config_class` attribute failure." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during empty-weight/model materialization." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both mention model-init/dtype/FP8-related failures, but the concrete bugs and code paths are different." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are broad model-loading regressions, but the specific failure modes differ: remote_code breakage vs missing `config_class` on `from_pretrained()`." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too generic to merge confidently; the titles suggest a Whisper run failure and a specific fbank feature-extraction issue, but not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed and Qwen3-family models, but one is weight conversion/loading and the other is gradient averaging with `model_accepts_loss_kwargs=True`." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but they affect different models and different failure points." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is a PEFT/LoRA effectiveness bug and the other is a missing capability flag on a trust-remote-code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer/runtime failures: an unexpected `num_items_in_batch` kwarg versus a tensor mask-shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar DeepSpeed ZeRO-3 symptom, but the model variants and reported missing-weight patterns differ enough that this is not safely the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint/model-loading failures, but they concern different architectures with different load paths." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but they affect different model families and different processing stages." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model-loading issues, but the failures and targets are different." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying IndexError pattern: a mask/tensor length mismatch at index 0 with the same shape-mismatch symptom." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: RLHF NaNs from Qwen3.5 position-id/SDPA behavior versus a flash-attention AttributeError on `s_aux=None`." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight-shape error versus image-processor void segmentation-map handling." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different loading failures; not the same checkpoint bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Same broad area of model support, but one is a PagedAttentionCache runtime crash and the other is a checkpoint-loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both are model/runtime compatibility issues, but one is GGUF architecture support and the other is a dtype mismatch under autocast." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "No concrete overlap: ZeRO-3/Bert init failure versus torch-version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-related bugs: GGUF architecture support versus sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve positional/rotary embeddings, but the symptoms and code paths are distinct." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is an FSDP2 shared-kv-state KeyError and the other is a device-mapping mismatch in forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the representative issue choice is reasonable. The soft-edge decisions are mostly conservative: the accepted pairs are well-supported by near-identical titles/root causes (docs pipeline removals, `_is_hf_initialized`, mask-shape IndexError) or a clearly shared tokenizer regression family, while the rejected pairs are appropriately kept separate when the concrete failure modes differ. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "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:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "96260b857ebdddf979cce0768b06c9525effbc7295edda1bdd54886b22fb8880", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37772, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate pair is the non-persistent buffer corruption reports (43644/44534); a SigLIP2 output issue and a custom-model-init regression also look duplicate-like, but most other pairs are only broadly similar and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43644 is the strongest canonical anchor: it\u2019s the earliest, clearest statement of the non-persistent-buffer regression, and issue:44534 is an exact wording follow-up of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue to keep as the representative duplicate target because it has the cleanest, most specific bug description and an exact near-duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO-3/Bert shape issue vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated topics: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and code paths: Mistral-3 image dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo track embedding leak and Whisper empty transcription are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer loading regression vs Kosmos2.5 long-OCR index error; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class and meta-device loading failures are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading breakage are separate issues." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and MoE MPS int-histogram error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same v5 regression breaking custom model initialization; the notebook mention is just a narrower manifestation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5/TRL failures and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3.5 flash-attention illegal access." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are different version-specific problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py run failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenization, but they target different models and likely different tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is not the same as a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like validation failure and Gemma4 PLE device mismatch are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video StopIteration and a mask shape IndexError are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model and same wrong-output symptom; the second report is a rephrasing/expansion of the first." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech and glm4v config validation are separate config problems." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/Bert empty-shape index error and add-new-model-like tokenizer-mapping failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both are index/config style failures, but the Bert ZeRO-3 error is not the same bug as tokenizer-mapping validation." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload dequantized-model loading and Strix Halo mmap OOM are different loading issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA incompatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same bug: Transformers v5 fills non-persistent buffers with junk; 44534 is just a later re-report." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but 39692 is a docs example/model-processor mismatch and quantization issue, not the same output-corruption bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3-MoE FP8 failure are different failures." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3-MoE LoRA hf4.x/hf5.x incompatibility and Gemma4 resize_token_embeddings are different regressions." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the reports name different BERT repos and don\u2019t clearly point to one concrete shared bug." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is silent dtype loss on checkpoint load and the other is stale config.dtype after from_config; different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The three accepted soft pairs are plausible near-duplicates, and the rejected pairs mostly stay on the cautious side given the differing titles and symptom details. The canonical choice of issue:43644 is well supported by the exact follow-up issue:44534." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:44387|issue:44756", + "issue:45663|issue:45859" + ], + "prepared_review_unit_hash": "9dd6c2b5f3fc619eaf3dab73aa30fbade302cbce61e10e5c992d15535ed5ce80", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36205, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. The two resize_token_embeddings and lm_head-weight-tying pairs are only model-family similarities in the packet, not strong enough to treat as confirmed duplicates or one mergeable fix, so they should remain separate.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 45276 is the clearest anchor because it is a concrete, narrowly scoped resize_token_embeddings propagation bug; 45335 is related but not strong enough evidence of the same exact defect.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 remains the best representative issue because it is the most specific and technically well-scoped item in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 multimodal issues, but one is ZeRO-3 loading for language_model and the other is incorrect visual-encoder save keys; different code paths." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "No concrete shared bug or fix path is visible; they concern different models and different failures." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the model-specific symptoms point to different underlying paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "These are both memory/quantization adjacent, but one is training memory inefficiency and the other is offloading with quantization." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about non-persistent buffers, the other about notebook custom-model initialization; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but the reported failures are different enough that a single fix is not supported by the packet." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading failures; no shared concrete defect is evident." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "These are unrelated loading/conversion failures across different models and subsystems." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example with multiple errors and the other is bad AutoModel/pipeline outputs; not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "A Qwen3 MoE compatibility issue is not the same as a resize_token_embeddings propagation bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and SGD argument handling are separate issues." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "These are different Qwen3-related failures with different symptoms and likely different fixes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "A model title and a quantized save/load regression do not indicate the same underlying bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and likely root causes differ." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state and init_empty_weights argument handling are unrelated serialization issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different crashes; no strong evidence of one shared fix." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "They share a resize_token_embeddings bug class, but the packet only shows Gemma4 vs T5Gemma model-specific variants, not enough to confirm one bug or one mergeable fix." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention, but one is a Qwen3.5 memory access crash and the other is an AttributeError on s_aux=None; different paths." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and tokenizer loading failure are different problems." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "They both involve lm_head tying, but the packet only shows Mistral3 vs AyaVision variants; that is not enough to confidently call them the same bug or one fix." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading errors are distinct regressions." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the specific failures differ too much to merge as one bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "No meaningful overlap beyond both being model-related issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "A Qwen3 device-mapping crash and an AudioFlamingo3 batched inference leak are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an Apex RMSNorm memory leak are separate problems." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen multimodal text_config unwrapping are different initialization bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import failure and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 reserved-memory OOM and disabling mmap on Strix Halo are different memory issues with different causes." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE CPU-offload incompatibility are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the two accepted soft edges overstate the evidence. In both accepted pairs, the titles only show a shared bug class across different models, not enough to confidently say they are the same bug or a single mergeable fix. In particular, 45276\u219445335 is Gemma4 vs T5Gemma, and 43404\u219443454 is Mistral3 vs AyaVision; those are plausible similarities, but not conservative enough to mark true from the packet alone. The rest of the verdicts look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "d0a88a5bd7125803c3028500bfede436526631cf852999066dad252097fa008c", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37882, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated bug reports. The only clear duplicate family is the resize_token_embeddings/output embedding regression affecting multiple model variants; the rest should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the cleanest, most generic report of the shared resize_token_embeddings/output_embeddings bug, and it aligns with the model-specific variants in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best cluster representative because it names the core code-path problem in model-agnostic terms and sits at the center of the accepted duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading regressions, but they involve different models, quantization formats, and failure modes; not the same concrete bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different root causes and fixes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model/configuration bugs: sparse-layer construction vs FSDP2 KeyError in Gemma4 attention." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated inference bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior and the other is eval-mode usage; different issues." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and official Nemotron example breakage are related by model family only, not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: Gemma4-specific failure to update embeddings matches the generic output_embeddings bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram unsupported for MoE and a broken Nemotron example are different failures." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config granite_speech loading are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM avoidance are not the same code-path." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing and RLHF NaN explosions from 3D position_ids are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions: unit test loading of GLM-4.7-Flash vs Qwen3.5 save_pretrained correctness." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is file permissions and the other is wrong module resolution after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 KeyError are distinct attention-path issues." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer regressions." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug, with 45335 as a model-specific report that decoder.embed_tokens is not updated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype-related, but one is autocast mismatch and the other is meta-device loading failure." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are different tokenizer/model issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are separate bugs." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM avoidance are unrelated runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and autocast dtype mismatch are not the same concrete bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are separate tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids and CodeLlama space-roundtrip regression are different issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom models, but one is base_model_prefix loading and the other is notebook initialization semantics." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language and from_pretrained-in-classes behavior are different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and compile non-template-nodes error are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are distinct code-path failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage error and compile non-template-nodes error are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of issue 38071 and PagedAttentionCache crash are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: most pairs are reasonably rejected as different bugs, and the accepted resize_token_embeddings/output_embeddings family is well supported by the titles. The chosen representative issue:45292 is a sensible generic center for that duplicate family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:32090|issue:39404", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "d61d21249559251a0e8f7783990b87f8cc78d864ecd5fdb0b6d87321dd8bc57c", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model-, tokenizer-, export-, or runtime-specific regressions, so there is no single strong duplicate center. If one issue must represent the cluster, issue 43611 is the broadest loading-regression report.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 43611 is the broadest and most central representative here because it describes a general Transformers 5.0 loading regression affecting models with `base_model_prefix`, which is closer to the common theme than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best global representative for this cluster since it captures the widest class of failures among the items; the rest are mostly distinct edge cases or model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` and the other about removed pipeline tasks; different documentation issues, not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "One is a Torch 2.10 compatibility issue, the other is a TRL SFT trainer/model unpacking failure; no shared code-path bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "`siglip2` bad outputs and `ModelOutput` key assignment are different failure modes in different areas." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading for `EMBIDDIA/est-roberta` are unrelated tokenizer/model issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` failing on `torch_compilable_check` is a compiler/export problem; Perceiver non-default resolution is a separate model-shape issue." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict and `gguf_file` loading breakage are different tokenizer/loading bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling and `from_config` unwrapping of `text_config` are different serialization/configuration issues." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized `sinq` save/load breakage and mistral_common `continue_final_message` behavior are distinct bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev0 regression in Moe model loading and the other is a weight-shape mismatch for a specific checkpoint; not the same concrete defect." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an older issue and a mistral_common prompt-format bug are not the same underlying change." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: loading `est-roberta` vs Mistral regex patching with `fix_mistral_regex=True`." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "One is training memory inefficiency in Qwen3 MoE, the other is mmap-related OOM on Strix Halo; same broad symptom, different causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing error and compiled flex_attention torch version failure are unrelated runtime/compiler issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load `extra_state` and video-input regression in Qwen VL models are separate problems." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading `sleng-bert` and Mistral tokenizer regex patching are different tokenizer paths." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "`sleng-bert` loading failure and `physical-intelligence/fast` loading failure are separate model-loading regressions." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers 5 loading regressions, but one is about `base_model_prefix` handling and the other about non-persistent buffers; different bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring repository `tokenizer.json` and DeepSeek-Coder tokenizer output regression are related to tokenizers but not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Mistral3 weight tying are different model/tokenizer issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template compilation error are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text-encoder loading are both model-loading regressions but on different architectures and code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression do not share a concrete underlying bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device-placement bug and Qwen3_5Moe CPU-offload incompatibility are different device-management problems." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping codegen failure and flex_attention torch version failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields with `trust_remote_code=True` and PagedAttention cache crashes on `linear_attention` are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no shared code-path evidence." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral and template-node compilation failure are different compiler/runtime problems." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen3-family models, but one is FP8 fine-grained config loading and the other is paged-attention cache group-type handling; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "5e64b6a05cf15e73449095944cf32a49920c920a2fc747d3ce14c29b8a83aff7", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37698, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains unrelated bug reports that only share broad Transformer/v5/loading terminology. I did not find any soft pair that looks like the same underlying issue, so all soft-edge candidates are rejected. The broadest representative issue is the generic custom-model initialization regression.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative Transformers v5 regression in the set: a generic custom-model initialization breakage, which best matches the cluster\u2019s overall similarity theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to anchor this cluster because it is the most general symptom among the v5 regression reports and is more representative than the highly specific model- or backend-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different problems: perplexity/eval behavior vs tokenizer backend post-processor updates." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Unrelated failures: Apple Silicon warmup TypeError vs `_is_hf_initialized` flag regression." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but they describe different bugs: non-persistent buffer serialization vs custom model initialization." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and multimodal iterable-dataset loading are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backends, but one is packaging extras and the other is an unsupported backend mapping entry." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Same audio area, but different concrete code paths and symptoms." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is `batch_decode` skipping special tokens and the other is an empty-transcription/alignment failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading errors with different missing attributes and failure modes." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different models and different features: multimodal iterable dataset loading vs `continue_final_message` handling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class-name conflict and Jupyter custom-model initialization are separate bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic API break and the other is a specific Qwen2.5-GGUF regression." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading contexts: device-map dequantized offload vs Qwen2.5-GGUF failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/model code paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching are distinct issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common `continue_final_message` are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config loading failure and template compilation failure do not share the same bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and a Mistral regex patch crash are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "No substantive overlap beyond both being model-loading failures." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and `StaticCache.get_seq_length()` type mismatch are different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related custom-model regressions, but one is initialization and the other is buffer serialization." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights, but one is untied weights in a model class and the other is device-dependent serialization behavior." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs with different mechanisms." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding and DAC latent/STE behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model loading failures with different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch v5/init behavior, but the failures are different: FP8 config vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different symptoms: nonsensical predictions vs image-size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading bugs for different models/tokenizers." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping configuration and token-count tracking are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer load conflict and MobileLLM key error are different failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve newer v5/FP8-related regressions, but the specific errors and affected subsystems differ." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and model-loading failure for a specific model are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:43381|issue:45923", + "issue:43792|issue:44589", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43632|issue:44534" + ], + "prepared_review_unit_hash": "eff243808bda245775a5482ee86bfa192b114af6b302f128646db0275f40be7b", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35649, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated; only the Qwen3.5 `save_pretrained` regression pair looks like a true duplicate. The rest span distinct models, APIs, and failure modes, so they should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45216 is the best canonical representative: it describes the broader Qwen3.5 `save_pretrained` checkpoint regression, and 45357 looks like a narrower follow-up on the same serialization path (incorrect visual encoder keys).", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the strongest issue candidate overall because it is the broader, earlier regression report and subsumes the narrower 45357 symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Both mention generation/caching behavior, but one is a broad per-token performance complaint and the other is a `get_seq_length()` contract issue; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` is unrelated to a processor/model input-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and different failures: Llava Next loading segfault vs Qwen3OmniMoe video-input `ValueError`." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL/video-related, but one is a broad video regression across several models while the other is a still-image `position_ids` scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same model and same `save_pretrained` serialization path; 45357 reads like a narrower symptom of the broader Qwen3.5 checkpoint corruption reported in 45216." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to the Qwen3 auto-device CUDA assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to strict config loading for GraniteSpeech." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is a load failure for a specific model and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to loading noise during transformer initialization." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction failure is unrelated to compiled flex attention on newer torch versions." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading failure and non-persistent buffer corruption are distinct v5 regressions with different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same as the still-image temporal position-id scaling bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizers and different symptom classes: wrong Granite token IDs vs CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General loading noise is not the same as a concrete tokenizer load failure." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression is unrelated to mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is not the same as a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Float8 storage-object error." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "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 multi-image prompt handling; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights is unrelated to missing Float8 storage registration." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment bug and Gemma-4 FSDP2 `shared_kv_states` `KeyError` are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a benchmark model is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to a downstream accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 and Llama4 `pad_token_id` missing are distinct model/config loading issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to finetuning with multiple images per prompt." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` misuse are different tokenizer/model-loading bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon `caching_allocator_warmup` `TypeError`." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "These are separate v5 regressions affecting different internals: HF init flags vs non-persistent buffers." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative in the soft-edge calls. The only accepted pair, issue:45216 vs issue:45357, is reasonably supported by the titles as the same Qwen3.5 save_pretrained regression path, and the rest of the rejections stay on the safe side without overclaiming duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44829|issue:45479", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43818|issue:46402", + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43296|issue:45800" + ], + "prepared_review_unit_hash": "81a98c3c684600504f736b889d2648128c660c7f77e7009956b62e44545ca7c5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft links are largely topical rather than true duplicates. The safest anchor is the high-activity quantization/offloading report #43873, but the only clearly conservative stance on the proposed soft edges is to reject them absent stronger body-level overlap.", + "confidence": 0.74, + "canonical_issue_reason": "#43873 has the strongest discussion/inbound-reference signal and is a broad, representative issue in an otherwise mixed cluster, so it is the best canonical issue anchor for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the highest-signal issue here; it is broad enough to serve as the cluster representative even though the set is not a tight duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: device_map/offload loading failure vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TF/backends, but one is packaging/install coverage and the other is a runtime backend error; not a duplicate." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenizer/runtime symptoms, but the packet does not establish the same underlying bug; keep this conservative." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different failure modes: flash_attention_3 training degeneration vs single-label zero-loss behavior." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk filling are unrelated regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different models and code paths: auto device-map cuda assert vs Mistral regex patch crash." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight issue is unrelated to Sam3Model text-encoder loading." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer-loading and tokenizer-id regression are only loosely related; titles/metadata do not establish a shared concrete bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific regressions: Video-LLaVA tower/temporal attention vs Qwen3.5 visual-encoder save_pretrained keys." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init/load issues, but they are distinct bugs affecting different initialization behavior." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI is not the same as Gemma3 mixed-length NaNs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk filling is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging/install issues are unrelated to PaddleOCR-VL model loading in vLLM." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bf16 dtype mismatch are different problems." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure and meta-device loading regression are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tie omission and the other is device-dependent serialization." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "These are related Qwen2.5-VL position-id regressions, but the packet does not establish that they are the same underlying defect." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-GGUF v5 loading failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict granite_speech config loading are different regressions." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized handling and bf16 dtype mismatch are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenizer changes across versions are different issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The triage summary is mostly grounded, but several soft-edge acceptances are too strong for the evidence in the packet. In particular, 43421\u219444568, 44462\u219445812, and 45325\u219445381 are not established duplicates from titles/metadata alone; they look related at best, and the packet\u2019s soft-pair signal is explicitly non-deterministic/negative. Please keep those verdicts conservative (false or maybe-related, not accepted) unless there is stronger body-level evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:36331|issue:42617", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "fa3c2e8c5ac34900f39046796677e2e813f7d5264d13399eff03257ac50692a5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab-bag of unrelated issues across tokenization, loading, quantization, multimodal processors, training, and offloading. None of the soft pairs look like true duplicates or the same concrete fix; they mostly share only broad subsystem keywords. The broadest and most discussion-heavy issue is 43873, but it is still not a duplicate of the others.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest active report in the set and has the most follow-on discussion/references around offloading/quantization, so it is the best umbrella candidate, though it does not actually duplicate the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative/open issue by scope and activity, but only as a broad umbrella; it is not a true duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: a video-input regression in Qwen VL family vs a Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch and torch.export failure with torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are distinct bugs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and Whisper empty-transcription generation failure do not share the same underlying defect." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Inputs_embeds/past_key_values generation issue is unrelated to Qwen3 auto device-map cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is a different feature path from progressive generation with past_key_values." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and likely different tokenizer/model initialization failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying in AyaVision and torch.compile+SDPA failure in Bamba-9B-v2 are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small is not the same as DAC from_latents vs forward mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "A documentation/example mismatch in SigLIP2 is unrelated to Qwen2.5-VL fine-tuning with iterable multi-image batches." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and torch.export failures are different subsystems and failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but the concrete failures and models differ; not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "A sliding-window mask off-by-one is unrelated to tokenizer speed regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask behavior and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and a missing gradient-checkpointing flag are distinct issues." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS for a specific tokenizer while the other is wrong token IDs across several models; not the same concrete fix." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve loading/offloading, but one is dequantized model loading with device_map=auto and the other is a broader quantization/offload issue; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-padding-mask bug and Perceiver non-default-resolution failure are unrelated model components." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language-model eval and ineffective gradient checkpointing with LoRA are different problems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization junk are not the same concrete defect." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config and failure to unwrap text_config for composite multimodal configs are distinct." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq quantized save/load breakage are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto device-map cudaErrorAssert vs Llava Next loading segfault." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py runtime failure are different issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and EMBEDDIA/est-roberta tokenizer loading regression are separate model/tokenizer 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": 23, + "review_unit_index": 14, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:42915|issue:43317", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "60a5a47097de6ebc1094993e94a11b6688bd34b67cc03a6b694511c4051fca14", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37112, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most links are superficial topical overlaps (same model family, same subsystem, or same symptom class) rather than true duplicates. I would not merge any of the soft-edge pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue exists for this cluster; the items span unrelated bugs across training, loading, quantization, processors, serving, and model-specific regressions, so the similarity edges are too weak to justify a single duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest and most central-looking report in the set (generic version/tokenization regression with multiple references), but it still only fits a small subset of the items and is not a true umbrella for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is an int4 quantization/OOM regression and the other is a T5/apex RMSNorm leak; different models and different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys for Qwen3.5; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same Qwen family, but multi-GPU training failure and flash-attention generation failure are distinct issues with different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "A trainer API compatibility error and a FineGrainedFP8 model failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different objects (config vs tokenizer) and different failure causes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape handling is unrelated to a broad tokenization-behavior change." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity may be influenced by tokenization, but this is not the same concrete regression as a general tokenization change." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights; different components." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes and dtype mismatches are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap-related OOM on a specific platform." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different features and failures; shared context is only that both are training/runtime problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption bug and early-stopping metric lookup bug are separate trainer behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile/SDPA model bug; the other is an accelerate loading issue with packed BitNet weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading and trainer max_steps recomputation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 visual encoder key saving are different model-specific serialization problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as a general version-caused tokenization change." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/compile related, but one is SDPA under compile and the other is CPU offload device mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization/loading, but they describe different failure surfaces and likely different fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crash and image-size mismatch are distinct preprocessing bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both relate to image resolution, but one is a processor/model size mismatch and the other is a Perceiver interpolation failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma generations and different bugs: variable collision in forward vs PLE device mismatch with auto device mapping." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantized/dequantized loading, but the concrete failure modes and models differ." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serving paths, but with different processors, symptoms, and root causes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision, the other is permission propagation during save_pretrained; not the same bug." + }, + { + "left": "issue:45701", + "right": "issue:45704", + "accept": false, + "reason": "A tokenization regression and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45161", + "right": "issue:41720", + "accept": false, + "reason": "Tensor-parallel-only failure for GPT-OSS MoE is not the same as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a missing StableLmConfig pad_token_idx are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and recurrent-state reset in modular_qwen3_5 are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "A model/quantization failure and a kernels package import requirement change are not duplicates." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature incompatibility is unrelated to multimodal multi-GPU training." + } + ] + }, + "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": 23, + "review_unit_index": 15, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28530", + "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:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:44387|issue:45701", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "10bf255cf011f863e35bbcfb6c7b2c36f2e108b724009b69a9e128cd447122d0", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose mix of superficially related Transformers issues (tokenizers, configs, loading/offload, multimodal models), but none of the soft pairs look like the same underlying bug or change. I rejected all soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "`issue:44534` is the broadest representative of the cluster: a Transformers v5 runtime regression affecting core model state handling. Even so, the cluster is too heterogeneous to treat as one true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44534` is the most generally framed and potentially high-impact issue among an otherwise unrelated set, so it is the best single issue to stand in as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but they hit different tokenizer classes and different paths: NER/batched padding crash vs task-time AttributeError." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "`reduce_labels` in BeitImageProcessorFast is unrelated to a GLM-4V model loading failure; different component and failure mode." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct not persisting on reload\u2014different fields, different bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are unrelated model-loading/runtime problems." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are completely separate features." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model vs generation with inputs_embeds/past_key_values; no shared code path." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different runtime issues with different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile + SDPA on Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration/empty decode behavior." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different bug from T5Tokenizer's add_special_tokens method conflict during load." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "One is a video-input processing error in Qwen3OmniMoe; the other is a Qwen3VL from_pretrained weight_only loading error." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA reserved-memory regression under int4 quantization is not the same as a tokenization change across versions." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is a CPU-offload device mismatch for Bark and the other is missing unpacking of packed BitNet weights during accelerate loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs mentioning removed pipeline tasks are both doc-level issues, but not the same defect." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk in v5 and `from_pretrained` behavior inside Python classes are separate problems with different mechanics." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unwrapping `text_config` in composite Qwen configs are different config/code-path bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert on A800 is unrelated to GraniteSpeech PEFT local-checkpoint loading failures." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is not the same as an undefined-function bug in the video branch of multimodal token counting." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Dropping tuple-label elements in `gather_for_metrics` is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload device mismatch and BigBirdTokenizer special-token registration are different bugs in different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming chat/completions failure are distinct API/runtime issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "`num_input_tokens_seen` not updating is a TrainerState bookkeeping bug, not a generation bug involving embeds and cache state." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect Qwen3.5 visual-encoder keys on save and Sam3Model text-encoder weights not loading are both multimodal, but they affect different models and directions (save vs load)." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "A policy change around optional `post_init` and Qwen3.5 `num_labels` propagation are separate config-validation issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and missing Float8 storage objects are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Loading `vesteinn/ScandiBERT` and tokenizer loading for EMBEDDIA/est-roberta are both model-loading reports, but they do not share the same failure mode or code path." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5/3.6-related config bugs, but one is about `from_config` unwrapping and the other is CPU-offload compatibility in rotary embedding forward; different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "`post_init` allowance and `num_labels` propagation are different configuration semantics 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": 23, + "review_unit_index": 16, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:45704|issue:45923", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:45356|issue:45907" + ], + "prepared_review_unit_hash": "104aa2775cad7eae59b90ace02052b55298a590ff35f5846e5ab2d32a1544215", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated and should not be clustered together. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False (44514/44545).", + "confidence": 0.94, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the older, clearer report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash; 44545 is a near-verbatim duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative issue in the set since it matches the one true duplicate pair and has the cleaner original description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification-label bugs, but they concern different model families and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken argument handling and loading a specific model are different issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver image resolution handling vs bfloat16 dtype mismatches." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading regression and PIL/torchvision dependency behavior are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie_word_embeddings warning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is distinct from ZeRO-3 gradient inflation." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs/example mismatch and quantization failures are different from OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Auto device mapping CUDA assert and T5 Apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is save/load of custom token IDs." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation and long-context FA2 performance regression are different problems." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Memory-leak behavior in T5 is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "These are different training/runtime bugs with no shared concrete code path." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to Jupyter custom model initialization." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE, but one is general tokenizer cache loading and the other is a specific Mistral regex patch calling model_info(); not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config handling and a missing capability flag are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash; 44545 is effectively a duplicate of 44514." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder input validation messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation errors and offloading with quantization are different issues." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor syncing and the other is BigBirdTokenizer decode output registration." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation maps and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is an AttributeError in fix_mistral_regex and the other is a Kimi-K2.5 codec/warning regression." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary matches the packet\u2019s lone deterministic duplicate pair (44514/44545), and the other soft-edge rejections stay conservative by distinguishing different titles, model families, or failure modes without overclaiming. The canonical choice of 44514 is also supported by the earlier timestamp and clearer wording." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:43596|issue:44220", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:41720|issue:44991", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "d4254d125a320477cf7f806e4ce2dce4633906b055930bea508130186bc2df80", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous, with most soft pairs describing distinct model-, tokenizer-, or loading-specific bugs rather than true duplicates. The closest common thread is Transformers v5 regression/loading behavior, so 43611 is the best broad anchor, but no pair is strong enough to merge.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43611 is the broadest, most representative v5 loading-regression report in the set; it best matches the small subset of config/load-related issues, though the cluster overall is mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best triage anchor because it is user-facing and broadly about model loading regressions, making it more representative than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs: packed-weight loading in BitNet vs DAC latent decoding/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs accelerate loading of packed weights; unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal, but one is a processor/tokenizer regression and the other is a long OCR input index error in a different model." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel init failure is unrelated to audio fbank extraction." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: torch.compile/SDPA in Bamba vs bfloat16 dtype mismatch in different models." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA bug is unrelated to DiaConfig token ID persistence and generation index errors." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to tokenizer loading for a specific model." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both concern video input, but they describe different Qwen model families and different mismatches." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to a performance regression after 5.2.0." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but one is missing CLIP attentions and the other is RT-DETR output drift; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both mention from_pretrained/loading, but one is a base_model_prefix regression and the other is inconsistent class-wrapper behavior." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer mapping failure when adding a new model-like entry." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC latent decoding are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to Perceiver image classification with non-default resolution." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void-segmentation failure is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code configs is different from strict config blocking granite_speech loading." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug and Smollm3 RoPE-layer dropping are different model/config issues." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different bugs: offline model_info call vs backend_tokenizer attribute error." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading failure is unrelated to template compilation TypeError." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal code paths: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask variable collision." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked LM prediction errors." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is not the same as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Kosmos2.5 OCR length handling." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset issue is unrelated to the GenerationMixin import error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43950|issue:45987", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43825|issue:43827", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:45987|issue:46192", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "81e26f8591ecab93bddb46e33f003f90182a5341eee6776de92f91a138e20ebd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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 set is mostly a thematically related but heterogeneous mix of Transformers issues: tokenizer regressions, model loading/dtype problems, multimodal/video bugs, and a few v5 breakages. I do not see any soft pair that clearly describes the same concrete bug or change, so I would keep them separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set for version-related remote_code breakages, and is the closest thing here to a cluster anchor; however, the overall set is still too mixed for a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative of the main recurring theme (recent-version regressions affecting model loading/execution), even though many other items are only loosely related and not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures in different subsystems: Llava Next loading segfault vs MPS histogram on Int in moe." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime/backend mismatches, but they involve different models and distinct code paths (CPU offload vs bfloat16 dtype handling)." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is about input-validation error messaging; the other is a training loss bug for single-label classification." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Distinct multimodal bugs: image preprocessor/model dtype mismatch vs an AttributeError from a variable-name collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different core problems: metric gathering drops labels in the last batch vs Mamba2 cache generation producing wrong results." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/multimodal issues, but the concrete failures are unrelated (Qwen video-input regression vs Kosmos2.5 OCR index error)." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "From-pretrained non-persistent buffer corruption is a loading regression; StaticCache.get_seq_length is a return-type/contract bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is a model producing nonsensical outputs via AutoModel/pipeline." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model vs importing transformers.pipelines failing due to kernels version requirements." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype-ish behavior, but one is an Apple Silicon warmup TypeError and the other is stale config dtype after from_config()." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype persistence issue vs Video-LLaVA architecture/weight-sharing problem; not the same bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-9B video token/feature mismatch is unrelated to T5 decoder-input validation errors." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a weight_only loading error and the other is a flash-attention generation bug; different code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is one specific remote_code breakage caused by removing is_torch_fx_available; 45020 is a broader report of recent-version remote_code failures, not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens are separate tokenizer/decoder behaviors." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor shape IndexError is not the same issue as trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but the reported mismatches differ (processing ValueError vs wrong vision_position_ids)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch for OmDet-Turbo vs dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message regression vs stale docs after pipeline removals; related topic, but not the same underlying bug/change." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading bug in BitNet is unrelated to generic bfloat16 dtype mismatch issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The first is specifically about an added-token spacing bug; the second is a broader slow-vs-fast tokenizer inconsistency report." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage and init_empty_weights rejecting _is_hf_initialized are different loading-path regressions." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization in v5 vs from_pretrained inside Python classes are different usage patterns and failures." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache length contract bug and return_tensors being ignored when text_kwargs is passed are unrelated API issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and generic tokenization changes in new versions are too broad to be the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype mismatch and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer regex patch crash; no shared code-path 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": 23, + "review_unit_index": 19, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "f1b8bdf905d98ec4de92b88ae407f0c6e2c4763e614a8991b51000f36d0aa2ba", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem or keyword similarity, not the same concrete bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs in tokenizers, multimodal processors, training, quantization, and backend/package compatibility.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is clearly better than the rest as a cluster representative because the set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated failures in different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access in modeling_utils and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor bugs, but one is Swin2SR over-padding and the other is Aria patch counting; different logic." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and DAC latent reconstruction are separate bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and CUDA float16 AMP crash are different backend-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve processor/tokenizer loading, but one is Mistral regex patching and the other is Gemma4 missing _tokenizer; not the same defect." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same as the broad remote_code breakage described in the other issue." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope index scaling are different model-specific problems." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import error and the other is continue_final_message behavior; different root causes." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "They both report tied-weights warnings, but the models and warning cause differ; not the same underlying bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 loading fallback in git-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video token helper variables and stale auto_mappings config references are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling and tokenizer loading for EMBEDDIA/est-roberta are separate from-pretrained failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "A label-processing bug in BeitImageProcessorFast is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and CustomTrainer compute_loss signature mismatch are different API breaks." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an external issue and FP8 inference failure on B200 are not the same defect." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and Jupyter custom-model initialization breakage are different compatibility issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch and DiaConfig token-ID persistence loss are unrelated model/config bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding window logic and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 indexing failure with a non-pretrained Bert model and evaluate-after-train behavior are distinct trainer issues." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend and kernels v0.15 import failure are different packaging/import problems." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash local-path warning and Qwen3 MoE conversion failure do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 20, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:44387|issue:44617", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:43525|issue:46291", + "issue:43454|issue:43577", + "issue:44987|issue:45538", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "f1a65433d519d521c25ec53332740f6db5151d39b529dc37267f0abad4e657f5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35889, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes tokenizer, model-loading, processor, cache, quantization, and offload bugs that do not describe the same underlying defect. No soft pair looks like a true duplicate/merge candidate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most prominent and broadly impactful item here (highest discussion/inbound reference signal), so it is the closest thing to a representative issue, but the set is too diverse for a real canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different problems: SigLIP2 doc example errors vs MXFP4 quantization loading/fallback behavior." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens handling; unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code and the other is composite Qwen unwrapping; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 unit-test load failure vs Qwen3.5 flash-attention generation regression; different failures." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 reserved-memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading issue vs a GPT-oss CUDA OOM; not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode option handling; different processor behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE conversion bug vs Qwen3-VL shape mismatch on load; separate model/load paths." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both cache-related, but one is lazy-init recompilation and the other is max_cache_length scope; related area, different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are error-swallowing patterns, but they affect different tensor/conversion paths and are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe vs key error loading MobileLLM-125M; unrelated model-load issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined video token-counting helpers vs a broad v5.3.0 video input regression across models; not one concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting code bug vs batched video processor output shape bug; separate failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo; both memory-related but different fixes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument incompatibility vs PIL image processors incorrectly requiring torchvision; unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading problem vs AutoImageProcessor URL loading failure; no shared code-path bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating vs high perplexity on GPT-oss; unrelated training/eval issues." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small vs Qwen3_5Moe rotary embedding offload incompatibility; different models and code paths." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not a technical bug report, and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs DiffusionGemma image-text pipeline failure; different models and surfaces." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss vs MXFP4 quantization fallback; unrelated configuration vs quantization behavior." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState input-token accounting; no shared bug." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs kernels v0.15 import/version requirement; unrelated failures." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype propagation issue; different model internals." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Physical-intelligence/fast loading regression vs CLIPTokenizer max_length bug; different tokenizer/load issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "mdeberta add_special_tokens regression vs Kimi-K2.5 codec/regex regression; separate 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": 23, + "review_unit_index": 21, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44291|issue:44821", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:44568|issue:45488", + "issue:38175|issue:44898", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "2ca7c5b4e7c785b01b128214d802d8af96eb4d2223dc90db3c5fae9caa10badc", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35839, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated transformer issues with only broad subsystem overlap (tokenizers, Qwen, model loading, dtype, training). No soft pair looks like the same concrete bug/change, so I would keep them separate. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45488 is the most representative cluster anchor: it is detailed, currently open, and describes a broadly impactful tokenizer regression with inbound references, making it the best umbrella issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45488 best fits as the cluster\u2019s canonical issue because it is specific enough to be actionable while still broad in impact, and its discussion/inbound references suggest it is the most central/visible report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading failures, but one is a PyTorch-missing import error and the other is a Llama 3.2 Vision loading regression; different causes and code paths." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is about Mistral3 lm_head weight tying and the other is LoRA merge collapse with extended vocab; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained visual-key regression are separate model-specific failures." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import requiring revision/version are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT minimum-version bump are not the same underlying problem." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging omission and missing Qwen2.5-VL class import are different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key-loading error and init_empty_weights unexpected argument error are distinct load-path bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure and LayoutLMv3 box-validation clarity issue are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both involve vision/FA2-adjacent transformer regressions, but one is a video-input functional regression and the other is a long-context performance regression; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload loading failure and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken argument duplication bug and the other is a model-specific tokenizer load failure; insufficient evidence of same root cause." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and a general tokenization version-change report are not the same concrete issue." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading breakage are separate training/inference paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is Blip2/qformer weights staying float32 and the other is config.dtype being stale after from_config; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3OmniMoe video-input ValueError are different failure modes." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input problems, but they involve different models and different errors (ValueError vs StopIteration), so they do not look like the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend omission and a specific model-loading failure for sleng-bert are not the same issue." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during empty-weight loading and URL image-processor loading are separate code paths." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure under transformers>=5.1.0 and a missing revision-forwarding bug in list_repo_files are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general Qwen video area, but different models and different regressions; too broad to treat as one duplicate." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both affect Qwen video inputs, but one is a broader regression across models and the other is specifically wrong vision_position_ids in qwen2.5-vl; not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is mdeberta special-token insertion and the other is LlamaTokenizer pre-tokenizer override; different root causes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failure are unrelated vision-model bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and custom compute_loss signature mismatch are separate Trainer API issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 22, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43906|issue:46693", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:24643|issue:29127", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "3912f437c7cc66de466c2ff82a5a357fdd76e164634b5d808510c69cdf948f85", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35594, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, tokenizers, configs, and runtime paths. The soft-similarity links do not look like true duplicates, so I reject all of them and see no strong canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "There is no single true canonical issue here because the items span unrelated subsystems and model families; if one representative must be chosen, issue:45920 is the broadest current regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45920 is the most representative as a broad, active regression affecting multiple models/tokenizers; however, the set is not a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different failure modes: Qwen3 MoE weight conversion vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A Janus test failure and a Phi-4 multimodal load regression are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken argument conflict and the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: MobileLLM key error versus missing Float8 storage object." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm model-specific rotary/kernel problems; not the same code-path bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different symptoms: dtype mismatch versus pipeline failure." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU device placement bug in XLNet is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE-adjacent topics, but they concern different Qwen variants and different logic errors." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but different models and different behaviors: BOS/EOS omission versus leading-space loss." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI/runtime setup, but one is a dependency version bump and the other is stale auto-mapping references." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an older issue and a Nemotron example breakage are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and different forward/inference paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "A device-map mismatch in Gemma4 PLE is unrelated to T5 decoder input validation." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the evidence is too weak to treat them as the same gguf/model-loading bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of one issue is unrelated to a long-context FA2 performance regression." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash_attention s_aux=None crashes are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "A num_labels propagation bug and a strict-config loading failure are not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "ImageProcessor label reduction and sequence-classification loss degeneracy are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "save_pretrained visual-encoder key regression is unrelated to tokenizer ID corruption." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention rope/config handling, but one is silent default reversion on reload and the other is a TypeError in validation." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType handling are completely different failures." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained regression are different symptoms and 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": 23, + "review_unit_index": 23, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:28282|issue:35141", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43994|issue:44898", + "issue:38175|issue:43295", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:43531|issue:43742", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43688|issue:45704" + ], + "prepared_review_unit_hash": "1343194a1e5e3b428bdf67fd01ae3da37889f62eb8747b2090cbd8811c236608", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are distinct tokenizer, model-loading, or regression reports, with only a weak tied-weights subtheme standing out. No pull requests are present in the cluster.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45005 is the broadest and most detailed issue around the only clearly recurring theme here: v5 tied-weights behavior. It can plausibly serve as the umbrella report for the related lm_head.weight serialization symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 has the richest scope and discussion among the partially related items, making it the strongest single issue to anchor triage for the tied-weights regression thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and unrelated failure modes; no shared concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch vs embedding resize/reinit regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but the underlying causes and affected paths differ." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is about lm_head.weight serialization by device and the other is a broader translation-model regression; not clearly the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 multimodal input defaults vs T5 decoder-input validation are different issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash vs trainer.evaluate-after-train failure are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and different errors; no evidence of the same code path." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug and FSDP loading breakage are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both hit from_pretrained flows, but gguf_file handling and offline model_info patching are different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq save/load quantization breakage are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer-specific failures with no shared underlying defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC forward/latents mismatch and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config attribute error and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but they describe different symptoms and likely different root causes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities and processor/tokenizer regression are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import dependency breakage and Windows ROCm torch.distributed issue are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different optional-backend dependency errors; not the same backend mapping bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic v5 cleanup behavior change vs CodeLlama leading-space regression are not clearly the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP loading breakage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token bugs affecting different models." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected flows and described failure modes differ." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP2 dtype mismatch are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak 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": 23, + "review_unit_index": 24, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46365", + "issue:46402", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:43688|issue:45440", + "issue:44484|issue:44704", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43720|issue:44361" + ], + "prepared_review_unit_hash": "bb9b12373a7dd161aec76aca1ca8772431c32f93e4e39479391ab4e34a147209", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37428, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the items cover unrelated bugs, regressions, model-specific issues, and docs/examples. No soft-edge pair looks like the same underlying change, so I reject all candidate duplicates and do not nominate a single canonical issue/PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failure modes: Smollm3 RoPE layer mismatch vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline-model_info patching and the other is a specific tokenizer failure for EMBEDDIA/est-roberta; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a broad tokenization-version change report." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaNs in attention are unrelated to classification-head NaNs during checkout/init." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss scaling bug is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to an import error for GenerationMixin." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key-error loading is unrelated to AutoImageProcessor failing from URL." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is a generic training crash, not the same as Qwen2-VL multi-GPU training setup issue." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in transformers serve is unrelated to beam-search cache reorder omissions for specific model classes." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization is unrelated to quantized model save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to chunked generation inconsistencies under compiled forward." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation under compiled forward is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained preset loading failure is unrelated to Bamba torch.compile SDPA behavior." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness bug is unrelated to a general FA2 long-context performance regression." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field load bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to MPS attention correctness when value head dim differs from query." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpack bug is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to MoE auxiliary-loss normalization." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to a PEFT version pin being ahead of PyPI release." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to SigLIP2 implementation discrepancy with the original JAX version." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to processor.tokenizer access / passing images to tokenizer regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Trainer import failure caused by datasets installation." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading issue is unrelated to MLukeTokenizer task AttributeError." + } + ] + }, + "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": 23, + "review_unit_index": 25, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:44514|issue:45290", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:44849|issue:45357", + "issue:46209|issue:46710", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:44488|issue:44843", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:44568|issue:45812", + "issue:43504|issue:43606", + "issue:43606|issue:44112" + ], + "prepared_review_unit_hash": "3aa4dbfc9e7a287aeaf415f82604fffc341cadc71f9338846dd1a1edef16e08b", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36686, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft-similarity pairs are mostly false positives across different models, code paths, and failure modes; none looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45812 is the broadest tokenizer-regression report in the set and has the strongest downstream impact among the tokenizer-related items, so it is the best umbrella representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the most general and widely relevant issue here: it describes a silent tokenizer regression affecting all Granite models, which makes it the best candidate for duplicate triage within this otherwise mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Both mention model/pipeline correctness, but one is a SigLIP2 implementation mismatch and the other is a pipeline task-support error; different subsystems and symptoms." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggers differ: batched Qwen2.5-VL with padding=False versus assistant tool-call messages with no content." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "These are similar migration-style config errors, but they involve different models and missing fields (pad_token_id vs pad_token_idx), so they are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "One is a gguf_file/from_pretrained breakage, the other is a model-specific load failure for ScandiBERT; same broad area, but not the same code-path problem." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and unrelated failure modes: Qwen3.5 num_labels propagation versus Whisper generation after align_special_tokens." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "These are separate runtime issues: Qwen3.5 flash-attention generation versus FP8 inference failure on B200 hardware." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "One is a device-map forward mismatch, the other is quantized save/load breakage; different stages and likely different fixes." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "The tokenizer-added-space bug and the MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsense outputs and silently ignored return_tensors are distinct API bugs with different triggers." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate and gradient explosion under ZeRO-3 are different training/runtime problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 discrepancy versus a ZeRO-3 gradient regression are clearly different bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and FP8 inference on B200 do not share the same underlying cause." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as the processor/tokenizer API regression in custom model code." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is device-dependent serialization of tied weights." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms; they are not the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Output-hidden-states behavior and incorrect visual encoder key saving are separate Qwen3.5 issues." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and a DeepSeek-R1-Distill-Llama accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype changes and resume_from_checkpoint key mismatches do not share the same code path." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus image-generation test and an unreleased peft version bump are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading/tokenizers, but one is a specific model load failure and the other is an offline-mode regression in a regex patch." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to a dependency version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "These are different backend compatibility errors: Float8 storage lookup versus flash_attn import metadata on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MoE models, but one is weight conversion under accelerate+deepspeed and the other is a loading regression for Qwen3VL MoE models." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for a model class and a Float8 storage object lookup failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different concrete behaviors." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field loading failure in BEiT semantic segmentation is unrelated to the Bark CPU offload device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "These both mention devices, but one is a real forward-path mismatch and the other is a stale CI test; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 26, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:43572|issue:44291", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:44464|issue:45584", + "issue:45229|issue:45823", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121" + ], + "prepared_review_unit_hash": "0e37f31d798ce2663d66e87772e6398793b552ae114f72a7dd3c9dae91f6342f", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly unrelated, with only loose thematic overlap around model/config loading regressions. No soft pair looks like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43334 is the most representative of the small subset of load-time config compatibility reports (Qwen multimodal config missing a pad token attribute), but overall the cluster is too heterogeneous to indicate a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the clearest, most concrete bug report among the set and sits near the most plausible thematic center of the cluster (model/config loading regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-attribute config load failures, but they affect different models, different fields, and different code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is incorrect text_config unwrapping; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a missing config field after a version update; the other is an init_empty_weights/_is_hf_initialized constructor mismatch. Different failures." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Integer category-limit error and an accuracy regression are unrelated bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key handling and CLIP text model structure inconsistency are separate issues." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field model loading failure and tokenizer special-token registration are different problems." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is not the same as cache_length being ignored except for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and a diffusion pipeline failure are different code paths and symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and CUDA OOM in multi-GPU inference are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed/ZeRO gradient growth and Phi-4 multimodal loading failure are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantized offloading behavior and sinq save/load breakage are different quantization-related issues, not one concrete defect." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash and sinq serialization breakage have no shared underlying code-path failure." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are separate concerns." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation errors and flash_attn import key errors are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are different models and mechanisms." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token counting are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SIGLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy convolution and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version guard for flex_attention imports are not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one crashes on multimodal tensor conversion and the other on KV-cache continuation indexing; distinct failures." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert under auto device mapping and an accuracy regression after upgrade are not the same underlying issue." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 27, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46710" + ], + "soft_pairs": [ + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:45520|issue:46178", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:43653|issue:44112", + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:39692|issue:46192", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:44521|issue:45290", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285" + ], + "prepared_review_unit_hash": "7b35ca44567f1eee8f0fda422d471df6df07dbbf8104e50247e4ceb1bbefe7f1", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37041, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: the items span unrelated tokenizer, model-loading, generation, quantization, multimodal-processing, and documentation bugs with no clear shared code path.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: every soft pair appears to describe a different bug or regression, so there is no duplicate cluster to collapse.", + "canonical_pr_reason": "No PRs present in the provided items.", + "best_issue_reason": "No best issue: none of the issues is clearly representative of a merged duplicate set.", + "best_pr_reason": "No PRs present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs and model families: Mistral3 tie-weight issue vs DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "CI dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated symptoms." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing import symbol vs meta-device loading regression; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression with images vs batched video output shape bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention crash on s_aux=None vs AutoModelForCausalLM config unwrapping; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3Omni video ValueError vs Gemma4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids vs device_map auto forward mismatch; different root causes." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding vs return_tensors ignored with text_kwargs; different behaviors." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer bug vs quantization offloading failure; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch vs return_tensors handling; different APIs and failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Images-to-tokenizer regression vs processor output size mismatch; unrelated preprocessing bugs." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 vs BACKENDS_MAPPING error for tensorflow_text." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus vs Qwen3.5 hidden_states bug; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in config vs model loading failure for a specific repo; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs tensor-parallel OOM when loading a large model; not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure vs ZeRO-3 gradient increase; different training/runtime issues." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config regression vs meta-device loading breakage; different underlying problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug vs Kimi-K2.5 tokenizer regression; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention helper import error vs missing Qwen2_5_VL export; different missing symbols." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs GraniteSpeech CI device override test." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head serialization inconsistency vs LoRA merge collapse after vocab extension; related theme but not the same code-path bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other a JAX/HF discrepancy; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors vs return_tensors/text_kwargs handling; different issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift on evaluate vs MoE memory inefficiency; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "qwen2.5-vl video position-id bug vs FP8 inference failure on B200; different models and hardware paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "assistant_masks all zero vs crash on tool-call messages; same API but distinct bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Added-token spacing bug vs embedding reinitialization after resize; unrelated tokenizer/model-init issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe vs Qwen2_5_VL import error; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIPTextModel structure inconsistency; different loading/model-shape 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": 23, + "review_unit_index": 28, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43827|issue:43901", + "issue:45200|issue:45325", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:37428|issue:43425", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "b3cc25802611c3dc09ae59ecf397499a8a400ff4d512db57b698147ddd0cb765", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35515, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly share broad themes like import errors, model-specific regressions, or processor/config issues, but they do not look like the same underlying bug or change. I found no safe PR duplicate merge here; the strongest issue anchor is a highly discussed, concrete bug report, but it is not representative of the whole set.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43824 has the strongest signal in the cluster (high discussion/inbound refs) and a concrete, reproducible import failure, making it the best single issue anchor despite the cluster\u2019s overall heterogeneity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the clearest, most actionable issue in the set; it has strong engagement and a specific failure mode, while most other items are unrelated one-off regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different problems: gguf/from_pretrained loading breakage vs config.dtype not being updated by from_config." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Both involve Qwen-related behavior, but one is an import failure and the other is a detokenization bug in a different path." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class, but different model configs and likely separate missing-attribute fixes." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated code paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech/audio tokenizer issues, but they affect different models and different failure points." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale generation warning are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch vs GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression in specific Qwen models vs return_tensors being ignored in text_kwargs are different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different deprecated/changed behaviors and are not the same change." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma multimodal token ids defaulting and Qwen2.5-VL rope indexing are separate model-specific regressions." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both mention missing import_utils helpers, but they are different helper removals with different breakages." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP crash in a loss are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU inference failures, but on different models, hardware, and likely different root causes." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Loss AMP crash and missing auxiliary losses when denoising is off are separate training issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are distinct model-loading issues." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import key error and Windows ROCm torch.distributed dependency failure are unrelated platform issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature length calculation are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and tokenizer special-token registration bug are different subsystems." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and generic Torch 2.10 incompatibility are related only at a broad dependency level, not the same concrete fix." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech CI stale test 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": 23, + "review_unit_index": 29, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:45759|issue:46512", + "issue:44855|issue:45083", + "issue:43720|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:39692|issue:43526", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:45459|issue:46234", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "bbf8110eabb273742de19bd6d339641a3372f4eb85dfad4a80cd846dece9b1ad", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35623, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports with one clear duplicate pair: the Qwen3.5 MoE from_pretrained error. All other soft pairs appear to describe different bugs or regressions, even when they touch nearby code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is the earlier, more specific report for the Qwen3.5 MoE `from_pretrained` failure and matches 45478 exactly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative because it is the exact duplicate target of 45478 and has the clearest, most direct problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a missing PyTorch import and the other is a MacOS bus error with a CLIP model; different underlying bugs." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different failure modes and different affected models (`base_model_prefix` vs Qwen3-VL weight shape mismatch)." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "One is an output difference for Pegasus between v4 and v5; the other is recurrent states resetting in modular_qwen3_5 with cache. Not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config creating sparse layers and BEiT pretrained preset loading are unrelated issues in different model families." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both concern `from_config`, but one is about unwrapping `text_config` in composite multimodal configs while the other is about stale `config.dtype` after dtype-aware initialization." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to a helper returning unexpected lengths in qwen3_omni_moe." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device issues, but one is packed-weight unpacking during accelerate loading and the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error message about translation tasks in v5." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and Trainer `_gpu_broadcast_one` NoneType handling are distinct error-handling bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model components and symptoms: sparse-layer config bug vs feature-extraction length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different breakages (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are Qwen2.5-VL chat-template issues, but one is a batching crash with `padding=False` while the other is incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization after resizing are different problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve offload/flash-related behavior, but one is an `s_aux=None` crash in flash attention integration and the other is a CPU-offload incompatibility in rotary embedding forward." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count ceiling error." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one crashes on assistant tool-call messages without content and the other is a `continue_final_message` bug for mistral_common tokenizers." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template support in `apply_chat_template` is unrelated to DiffusionGemma weights staying on meta with auto device map." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path import warning is not the same as a GLM-4.7-Flash model-loading failure in unit tests." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaulting and flash attention `s_aux=None` are unrelated issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE `from_pretrained` error on the same version range; 45478 is a clear duplicate of 45310." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and BEiT Fast image processor label reduction are different concerns." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and DeepSeek tokenizer regressions are separate model/tokenizer bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to mixed-precision CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing `is_falcon_mamba_ssm_available` utility function are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents` mismatch due to missing STE and unexpected position-id keys are different defects." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted pair, issue:45310 vs issue:45478, is strongly supported by the identical titles and close timing; the remaining pairs are reasonably treated as different bugs or regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:43278|issue:43381", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44857|issue:45588", + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "57c08377205bdc8484916ba51a2dce8b43645d1c2f4e413ecd4777ce286569b1", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated across different models, processors, training flows, and regressions. The soft-similarity links are superficial, so none of the candidate pairs should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the cluster: it mixes unrelated bugs in training, tokenization, Flash Attention, model loading, serialization, and image/video processors.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue among these; the cluster is too heterogeneous to have a meaningful canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both are training-start failures, but one is a resume_from_checkpoint epoch-iterator problem and the other is a FineWeb SLM startup issue; different code paths and root causes." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 docs/example mismatch plus quantization failure is not the same bug as a position-id warning across many models." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Sam3Video CUDA OOM and Swin2SR over-padding are different models and different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to Gemma4 device-map forward mismatches." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "A checkpoint key mismatch is not the same as unexpected feature-extraction length behavior in qwen3_omni_moe." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast of NoneType and MacOS bus error in a CLIP model are distinct runtime problems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss and dtype mismatches in SwitchTransformers/TimmWrapperModel are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A local-path import warning is unrelated to an out-of-memory failure when loading a very large Qwen2 model with tensor parallelism." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and removal of is_torch_fx_available breaking trust_remote_code models are unrelated changes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in siglip2-base-patch16-224 is not the same as a generic position-id key regression." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and qwen3_omni_moe feature-length behavior involve different subsystems and bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to output embeddings being reinitialized during post_init after resize_token_embeddings." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 90B Vision loading regression are different concrete issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "A BF16-to-FP32 dtype change in evaluation is unrelated to undefined variables in the video branch of multimodal token counting." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across multiple tokenizers is a different tokenizer bug than silently ignoring return_tensors when text_kwargs is passed." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation errors are unrelated model-specific regressions." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset finetuning with multiple images and BeitImageProcessorFast reduce_labels returning one label are distinct bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crashes and Qwen2.5-VL video vision_position_ids issues are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Both mention eval-mode behavior, but BF16/FP32 drift is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are separate, old, unrelated problems." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError/JIT parsing failure is unrelated to apply_rotary_pos_emb registration errors in Qwen3.5." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Losing custom token IDs after save/load and loading the wrong custom module after save_pretrained are both persistence-related, but they are different mechanisms and bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP crashes in LwDetrImageLoss and flash_attention.py AttributeError on s_aux=None are different failures." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "A missing internal flash-attention import and missing TensorFlow backend in a torch install are unrelated packaging/import issues." + }, + { + "left": "issue:43329", + "right": "issue:46655", + "accept": false, + "reason": "Undefined helper variables in multimodal token counting are unrelated to incorrect padding calculation in SmolVLM's video processor." + }, + { + "left": "issue:44493", + "right": "issue:44561", + "accept": false, + "reason": "Unexpected position-id keys and removal of is_torch_fx_available breaking trust_remote_code models are not the same regression." + }, + { + "left": "issue:38175", + "right": "issue:46192", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." + }, + { + "left": "issue:43381", + "right": "issue:45823", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Gemma4 PLE device mismatch are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:44206|issue:44479" + ], + "prepared_review_unit_hash": "78a8056c17bf7a6b78895f2b31cd141c47b5138a42565e37266b2f72338fa992", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set looks like a collection of unrelated Transformers bug reports across tokenization, model loading, training, inference, quantization, and docs. The suggested soft pairs share superficial wording only; none appear to describe the same concrete underlying bug or merge cleanly into one fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Both mention runtime/output problems, but one is about pipeline top_k changing list nesting and the other is a Trainer NoneType broadcast error. Different code paths and failure modes." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions involving remote or tokenizer-related breakage, but one is about removal of is_torch_fx_available and the other is a DeepSeek tokenizer correctness issue. Not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/offloading behavior, but one is offloading with quantization generally and the other is a Gemma4 31B multi-GPU CUDA OOM. Different models and likely different root causes." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both reference v5 behavior changes, but one is a generation/output difference for pegasus and the other is inconsistent lm_head.weight serialization. Distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is unrelated to quantization/offloading behavior. No shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "One is a Python version compatibility regression, the other is a DeepseekV3MoE implementation divergence. Different layers of the stack." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Both concern dtype/OOM-like model loading behavior, but one is an embedding dtype mismatch during eval and the other is tensor-parallel OOM for a specific Qwen2 model. Not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4/processor-related runtime issues, but one is a flash_attention crash on s_aux=None and the other is a PLE device mismatch during forward. Different failure points." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both mention CUDA/device-map failures, but one is a Qwen3 auto device mapping cudaErrorAssert and the other is Gemma4 31B multi-GPU OOM. Different symptoms and likely causes." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "One is a MacOS bus error for a community CLIP model; the other is a SigLIP2 docs example with model/processor mismatch and quantization failure. Not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Both involve checkpoint/resume/state handling, but one is about gradient checkpointing in eval mode and the other is a resume_from_checkpoint key mismatch. Different mechanisms." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Both involve tokenizer/model configuration issues, but one is missing BOS/EOS addition and the other is NaN embeddings from sliding-window attention with mixed-length batches. Different code paths." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "One is a LayoutLMv3 error-message clarity issue; the other is TrainerState num_input_tokens_seen not updating. No shared bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation regression; the other is a stale warning for paged generate num_return_sequences. Different behavior and fix surface." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "One is an eos_token_id configuration mismatch in Gemma-3; the other is a Qwen3.5 flash-attention generation issue. Unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both are save/convert-related failures, but one is Wav2Vec2 save_pretrained/tokenization and the other is a bare except in FuyuBatchFeature.convert_to_tensors(). Different components and bug classes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Both touch Gemma4 processing, but one is an ImportError from mistral_common while loading the processor and the other is a flash_attention AttributeError on s_aux=None. Separate defects." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model/tokenizer implementation correctness, but one is BigBirdTokenizer special-token registration and the other is Qwen3.5 recurrent state reset with cache. Different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/input handling bugs, but LayoutLMv2 NER padding/truncation crashes are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is a tokenizer runtime bug; Wav2Vec2 save_pretrained/tokenization failure is a different model and failure mode." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a Transformers 5.0 base_model_prefix loading regression; the other is a rope-validation helper TypeError on JSON-loaded lists. Different code paths." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is Qwen3Moe with FineGrainedFP8Config and the other is quantized model saving. Not the same underlying issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export failures and a flash_attention s_aux=None crash are separate export/runtime problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 processor-related failures, but one is a missing dependency import and the other is a missing _tokenizer attribute in transformers serve. Distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in an image processor." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Both involve error-handling or import-related behavior, but one is protobuf decode error handling in tokenizers and the other is dummy PT classes leaking into dir(transformers). Different issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer-count mismatch and DeepseekV3MoE divergence are model architecture differences, not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "The LasrFeatureExtractor center-arg regression and the Qwen2_5/Qwen3 video-input regression are different API breakages in different model families." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 32, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:45372|issue:45459", + "issue:45245|issue:45563", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:46121|issue:46399", + "issue:43526|issue:44186", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "de274acb319777c6826975ecd961608d3983e437a4c2256907cc5003332784a6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share broad keywords or subsystems. I reject all soft edges because they do not appear to be the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the clearest standalone report in the set: it is open, recent, and describes a concrete Flash Attention 2 long-context performance regression with discussion and inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2, but one is a Gemma3 NaN embedding bug on mixed-length batches and the other is a long-context performance regression; different symptoms and code paths." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a mistral_common import error affecting Gemma 4 processor loading; the other hides tokenizer errors when protobuf is missing. Different bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and a stale paging warning are not the same problem." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR memory release behavior are different model issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure via torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FA2 support and failing FA2 tests are not the same concrete bug; one is model support, the other is test/CI failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 load OOM under tensor parallelism and a resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE remote divergence and D-FINE auxiliary-loss behavior are different code paths and symptoms." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer/error-message clarity and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-trailing-slash import warning and gradient-checkpointing eval-mode restriction are different issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is an RT-DETR GC leak while the other is a Sam3-LiteText overflow; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical results and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but the model/context and root cause differ (tp load vs int4 quantization reserved memory)." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizersBackend post-processor updates and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Kosmos2.5 long-ocr index errors are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "A Beit image-processor label bug is unrelated to a Flash Attention 2 performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2_5_VL symbol import and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FA2 support for XLMRoberta and a LayoutLMv3 error-message complaint are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support and an Adafactor/DeepSpeed OOM are different problems." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-parameter dict conversion TypeError and a Qwen3.5 kernel-registration error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit label reduction and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/image-processor bugs." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 Vision loading breakage are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window issues share a family name but not the same bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both Flash Attention 2 topics, but the evidence is too broad to show the same concrete bug or mergeable change." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM under Adafactor/DeepSpeed and num_input_tokens_seen not updating are unrelated training bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility 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": 23, + "review_unit_index": 33, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34689", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43316|issue:45759" + ], + "prepared_review_unit_hash": "be0a166c8899925b4101e13a82f941ccf92af3209faf1dbed73fdf900fd48b63", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36014, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft links are overwhelmingly false positives: they connect issues from different models, features, and failure modes rather than the same underlying bug or change. I would not merge any of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions across loading, processors, configs, quantization, docs, and model-specific behavior, so there isn\u2019t a cohesive duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; every proposed pair is still about a different concrete code path, so none can serve as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: flash-attention runtime crash vs auto-mapping/CI reference cleanup." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated failures: gradient checkpointing in eval mode vs quantization/offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same product family but different code paths: batched chat template padding crash vs video position-id computation." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both initialization-related, but one is a broad v5 custom-model init regression and the other is a specific post_init policy issue." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio preprocessing bugs: default sample rate handling vs unsupported center argument." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely unrelated: flash-attention generation bug vs category-cardinality runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: recurrent cache state reset vs Whisper batch_decode token handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image classification/interpolation bug; no shared underlying defect." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but for different versions and different causes; not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access bug vs DeepSeekV3MoE implementation divergence; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading issue is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package-backend install issue vs missing import_utils symbol; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both config API inconsistencies, but for different models and different missing fields." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression vs sequence-classification loss bug; unrelated code paths." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Specific post_init restriction vs Qwen video-input regression; different features and fixes." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/temporal position bug vs Swin2SR over-padding bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken kwargs collision vs repo listing missing revision forwarding; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading issue vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states not returned vs generic ModelOutput key assignment bug; related area but different defects." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage vs Qwen3-VL shape-mismatch loading error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression vs backend registry error; no shared underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code vs rotary_pct not persisting on reload; different config behaviors." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import issue vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes and code paths; one is model loading, the other is backend availability resolution." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig vs composite Qwen multimodal from_config unwrapping." + } + ] + }, + "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": 23, + "review_unit_index": 34, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44568", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45479", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:44568|issue:45479", + "issue:43550|issue:43701", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "30ba16acf0d29ecb2a8c0496f0b2a0ba25374e0047b414fa90aafd56c18f37ac", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "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 across tokenization, generation, model loading, training, and backend/runtime regressions. None of the soft-edge pairs look like the same underlying bug or change, so all are rejected as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different failures: CLIPVisionModel hidden_states regression vs attention-kernel divergence in a separate torch.compile branch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized-model/config.json error." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric gathering in evaluation are different code paths and symptoms." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure and a bare-except bug in Fuyu tensor conversion are unrelated issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is custom module resolution after save_pretrained." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A 3d_parallel example failure is not the same bug as tensor-parallel OOM loading Qwen2-57B." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and a key error loading MobileLLM are different loading failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLMRoberta is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape behavior has nothing to do with missing PyTorch at import time." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token regression and degenerate sequence-classification loss are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing import_utils helper and a kernels dependency/version import error are different availability/import problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key handling." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent generated outputs and spurious recompilation are distinct chunked-generation issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to the transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model/processor regression and a pipeline error-message regression are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma3 EOS config inconsistency is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate model issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend install packaging and Gemma3TextConfig API mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init allowance and junk non-persistent buffers are different v5 regressions." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma3 EOS token config mismatch is unrelated to quantized-model save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression and missing model_type config are different model-loading failures." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu bare-except behavior is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and Janus image-generation test failure are unrelated model-specific problems." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling bug is unrelated to a Windows ROCm torch.distributed import issue." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral-3 weight tying and Ministral-3 FlashAttention failures affect different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 35, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:43650|issue:46202", + "issue:44610|issue:46369", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43065|issue:44617", + "issue:43352|issue:46640", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:43931|issue:44060", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "9ff6ecd7fd3ac383d155a2b4cd150d51b52b83b32430ed2f30f7b8ce669e26e8", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35141, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set does not form one coherent duplicate cluster; the soft pairs are mostly unrelated issues that only share broad subsystem keywords. I rejected all soft edges as distinct bugs/changes.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate exists across the full set. If a representative issue must be chosen, issue 45698 is the broadest and most active open loading bug in the group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best overall representative because it is open, broadly phrased, and has the highest discussion/reference activity among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both involve loading/cache wording, but one is a trust_remote_code cache-path collision and the other is max_cache_length behavior; different bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated topics: a placeholder issue versus a Gemma pipeline roundtrip/tokenization bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: input-size mismatch in OmDet-Turbo versus OOM in sam3-litetext." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to a tensorflow_text backend mapping error." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Tensorboard/TensorFlow backend availability issue is unrelated to a missing import_utils helper." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are video/input processing bugs, but they affect different Qwen processors and different code paths." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading in Beit is a different bug from incorrect custom-module loading after save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Distributed metrics label truncation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation issue is not the same as a SAM3 video memory overflow." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the specific unsupported-model bug is not clearly the same as the generic issue." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different models and symptoms." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failing image-generation test is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and recurrent states resetting are both cache-related but describe different mechanisms and code paths." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch is unrelated to a missing fpn_position_embeddings attribute in SAM3 video output." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model preset." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is unrelated to import warnings from a trailing-slash local path." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are unrelated serve failures." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code/cache, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a SigLIP2 model producing nonsensical outputs." + } + ] + }, + "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": 23, + "review_unit_index": 36, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:43673|issue:46421", + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:45381|issue:46369", + "issue:44077|issue:44877", + "issue:44479|issue:44734", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:43065|issue:44610", + "issue:45127|issue:45357", + "issue:39692|issue:44190", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:43526|issue:46697", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44462|issue:45907" + ], + "prepared_review_unit_hash": "1d1f31db77022d49c8f36c38cab2f7385aac50e6054c80c46e21848f2c5fabcf", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated issues from different models/features. The only strong duplicate-style match is the DeepSeek tokenizer regression pair (44779/46489); the rest look like distinct bugs or follow-up symptoms in different code paths.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best issue anchor because issue:46489 reads like a follow-up to the same DeepSeek tokenizer regression; the rest of the cluster is too heterogeneous to support a single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failures: Python 3.13 import/torch.jit parsing vs flash-attention sink handling." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5.0 and the other is lazy-init causing recompilation; too different to treat as the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are unrelated issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same bug as Whisper empty-transcription generation failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig reload behavior are different code paths." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are different problems." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config creation and Python 3.13 import parsing are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video vision-position-id regression and Sam3-lite memory overflow are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Strict config loading for granite_speech and optional post_init on patchtsmixer are separate config issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation regressions, but one is video-input position ids and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping on Qwen3 and category cardinality limits are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug and dataset loading failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency and a stale warning are different issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor resolution mismatch are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with tied embeddings and incorrect visual encoder keys on save_pretrained are not the same problem." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation errors and local dataset loading are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Stale GraniteSpeech CI test and removed Sam3LiteText auto_mappings references are different CI breakages." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image processor bugs, but the model, symptom, and likely fix differ (vision_position_ids vs padding calculation)." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Beit reduce_labels returning one label and Swin2SR over-padding are different image processor bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression on v5+, with 46489 explicitly reading like a follow-up gap in the earlier fix." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Sam3Video CUDA OOM and Sam3-lite memory overflow are related by model family only, not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings not updating Gemma4 embedding fields are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache indexing failure are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend error are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files missing revision forwarding are unrelated repository/API bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:44779 \u2194 issue:46489, is well supported by the titles as the same DeepSeek tokenizer regression with the later issue reading like a follow-up gap. The rest of the pairwise rejections are reasonable given the different models, subsystems, or symptoms described in the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45381", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44521|issue:45381", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:46082|issue:46121", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44295|issue:46506", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:44496|issue:45042" + ], + "prepared_review_unit_hash": "5e6409a9076183c36c4eb08f35f3f7f4ec5e0be8edbe4df865451768d2b7e1ed", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35502, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-edge candidates are false positives: the items cover unrelated bugs, regressions, and feature requests across different models, pipelines, and import paths rather than the same underlying change or defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out because none of the soft pairs look like true duplicates of the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication purposes: the set is heterogeneous, so any single issue would be arbitrary rather than representative of a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/Qwen-related, but one is about assistant masks in apply_chat_template and the other is wrong vision position ids; different bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both involve imports, but one is a trust_remote_code cache-path collision and the other is a missing utility symbol; not the same failure." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-related symptoms differ: intermittent slow import vs unsafe sys.modules access; no shared code-path bug is evident." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a model load regression; the other is stale auto_mappings references breaking CI. Different problems." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model-loading issues, but one is missing fields under trust_remote_code and the other is an unrecognized model_type error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device override test failure is unrelated to the Phi-4 multimodal model loading issue." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "One is LlamaConfig head_dim validation; the other is rope-validation list conversion. Different validation paths." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to token-embedding resize reinitialization." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a missing TensorFlow backend in a torch install extra; the other is a general dependency issue without the same root cause." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Runtime category-limit error and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: untied lm_head weights in Mistral3 vs incorrect save_pretrained checkpointing in Qwen3.5." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and different modules." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/crash in NER inputs is not the same code-path as serve KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "ADD THE DATA is not a substantive bug report and does not match the fbank feature issue." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different import failures: Qwen2.5 VL image processor vs layer_type_validation missing from configuration_utils." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "One is default vision/audio config initialization from None; the other is a missing deepstack_visual_indexes field dropped by strict parsing." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline using image processors is unrelated to a notebook syntax error." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto_mappings entries are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache-mixin regression is different from max_cache_length only applying to quantized cache." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem and a specific model load failure are not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Regression in processor.tokenizer/image passing is unrelated to t5gemma resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and an incorrect version check for AuxRequest import are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/model_type and PIL backend requiring torchvision are separate import/load 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": 23, + "review_unit_index": 38, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46512", + "issue:46515", + "issue:46693" + ], + "soft_pairs": [ + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:45083|issue:46506", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:46123|issue:46369", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44779|issue:45812" + ], + "prepared_review_unit_hash": "1795f04033fdc3935b413467df27000dcdc197108fe61a9fa051ebe5f4fda8ef", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs touching different models, APIs, or subsystems. The only plausible duplicate is the import/export regression pair around `HybridCache` and the broader 4.57.0\u21925.5.0 import failures.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the import/export regression cluster, and it plausibly subsumes specific missing-symbol reports like 44351.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest umbrella issue in this set because it describes the wider import breakage rather than a single symbol failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different surfaces: Beit image processor label reduction vs pipeline docs mentioning `return_all_scores`." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated failures: gradient checkpointing in eval mode vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3 Omni feature-length helper vs CPU/CUDA discrepancy in PPDocLayoutV3." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/API mismatch in text classification pipeline vs model-loading config error for an OLMo checkpoint." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family name, but different bugs: dequantized save failure vs FlashAttention crash." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "General dependency/version complaint is too broad to equate with a specific Python support regression." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Completely different areas: generation cache behavior vs ANSI output in loading report." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral model-specific failure and the other is an integration crash on `s_aux=None`." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal/model-loading related, but the concrete bugs differ: unrecognized model type vs `text_config` unwrapping in `from_config`." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and tokenizer constructor argument conflict are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache-length configuration handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and no clear shared code-path." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same Qwen3.5/Qwen3VL family, but one is model loading and the other is `save_pretrained` checkpoint serialization." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch mask generation bug and SAM memory overflow are different failures." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue is not the same as a specific torch 2.4.1 incompatibility." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Assistant-mask generation for multimodal chat templates is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and behaviors: T5Gemma embedding resize vs Whisper empty transcription generation." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama config validation and Qwen3.5 kernel registration crash are different bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A broad dependency problem is not the same as the specific unreleased PEFT version bump." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Dtype handling in Blip2 loading and Qwen3.5 save_pretrained serialization are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation problems with different root causes: SigLIP2 example errors vs stale pipeline docs." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer API regression and Deepseek tokenizer output regression are different issues." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to a tied-embeddings warning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch is not the same as a PEFT minimum-version packaging issue." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is config validation for `head_dim`; the other is stale `model.config.dtype` after `from_config`." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": true, + "reason": "`HybridCache` import failure looks like a specific instance of the broader 4.57.0\u21925.5.0 import/export breakage described in 45278." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but loading a composite config and saving incorrect visual encoder keys are separate bugs." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a placeholder issue titled `ADD THE DATA` are not comparable duplicate candidates." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote-code breakage are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Two tokenizer regressions, but for different model families and likely different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45278 is clearly the broad umbrella import-regression issue, and 44351 is a specific HybridCache import failure that plausibly fits it. The other soft-edge rejections are conservative and tied to distinct titles/symptoms. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 39, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:44361|issue:45593", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:43901|issue:44246", + "issue:45542|issue:45800", + "issue:43673|issue:43761" + ], + "prepared_review_unit_hash": "3068fc3fc8b799cb04769cd0da0a7013dc9c1b0915d8bf0c5cdcd4d3d49a2df4", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs are mostly superficial matches across version regressions, model families, or broad subsystems rather than the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone bug report in the set: it is a concrete regression with a clear v4\u2192v5 behavior change and a specific tokenizer/model impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different failures: Qwen3VL MoE loading regression vs a GLM-4.7-Flash unit-test/model-load issue; no shared code path is evident." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "One is missing load-balancing loss when router logits are off; the other is Gemma 4 text-only fine-tuning needing default mm_token_type_ids. Different mechanisms." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is bad default vision/audio config initialization and the other is missing pad_token_id on Llama4Config. Not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating Gemma4 embeddings/output layers. Different operations and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification pipeline processor lookup and Gemma4 PLE device mismatch are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration/empty decode is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs tensorboard-only backend import issue; no common code path." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data request is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights passing unexpected _is_hf_initialized." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-related but distinct bugs in different paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input index error are different model-specific problems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and a mistral_common import error affect different subsystems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model saving failure and dequantized offload loading failure are both quantization-adjacent but not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM with DeepSpeed and optimizer.step being called twice with DeepSpeed are different optimizer/engine issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files not forwarding revision are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm config precision issue and GlmMoeDsaIndexer torch.split return values are different model internals." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings cleanup/CI breakage and leftover dummy_pt_objects classes are separate maintenance issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese performance regression report do not describe the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and Python version support problems are unrelated packaging/environment issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT masked-LM output issues and Deepseek tokenizer correctness are different code paths and models." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs drift around return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and Gemma-4 zero3 from_pretrained are different behaviors." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but Ministral FlashAttention failure and compiled flex_attention failure on torch>=2.9 are distinct problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and slow import behavior are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Tensorboard/TensorFlow backend mis-installation is unrelated to torch 2.4.1 vs transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache-missing during chunked_prefill and CLIPVision hidden_states=None are different regression reports." + } + ] + }, + "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": 23, + "review_unit_index": 40, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:44295|issue:45397", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "6052b48cf71ae98994277d8f4c4e10836ee45e6fa0388e8e02671e9555d010f0", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35355, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated Transformers bugs across different models, tokenizers, processors, and runtime paths. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "41628 is the cleanest, most concrete regression report in this set: a straightforward top-level import failure with a clear user-facing symptom. It\u2019s a good anchor for the processor/import-related subset, even though the cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the best single issue candidate because it is specific, actionable, and easy to triage; the failure mode is crisp and well-scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs a broad ESM2 workflow breakage; different model/path and no shared concrete bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is a pipelines import/version constraint and the other is a Qwen3.5 registration crash; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific missing model export vs a Python-version compatibility problem; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing field vs glm-4v loading failure; different models and failure mechanisms." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-mapping runtime mismatch; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a specific config vs missing fields from trust_remote_code AutoConfig; related in theme only, not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage class import/serialization issue vs Qwen3.5 chat crash; different bug surfaces." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs terminal ANSI output in loading_report; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape generation bug vs a wrong docstring; not the same code issue." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding calculation bug vs AutoProcessor backend-missing import/reporting issue; different processor failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Top-level import failure for AutoImageProcessor vs Python version support issue; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing nn import in sentence-transformers integration vs undefined tf backend from tensorboard-only install; different packages and causes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slow-path performance issue vs unrecognized model/config loading failure; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs Gemma-4 zero3 from_pretrained failure; different behaviors." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race condition vs stale generate() warning; unrelated test/runtime issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior inside Python classes; too different to be duplicates." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crash under future annotations vs kernels registration error in Qwen3.5; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access; different modules and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss not added vs D-FINE auxiliary losses disabled; both are loss-related but on different models/code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE loading regressions, but they involve different model families/version contexts and not clearly the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 chat crash; not the same failure mode." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance issue vs Gemma-3 eos_token_id inconsistency; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output bug vs GLM-5 RoPE implementation discussion; different areas." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error vs Gemma-4 zero3 loading problem; not the same defect." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI codes in loading_report vs cache max_cache_length behavior; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading failure vs AttentionInterface.register behavior change; different mechanisms." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs CPU/CUDA result mismatch in PPDocLayoutV3; different models and bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup bug vs _torch_extract_fbank_features issue; different pipelines and 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": 23, + "review_unit_index": 41, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "28aed8c2dcde9c5b715a50887977c35d92a2418aed66cbbb9fa2b176ce54160a", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36758, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly heterogeneous and do not form a strong duplicate cluster. The soft matches are mostly superficial topical overlap (imports, cache, Qwen, DeepSpeed, video, embeddings) rather than the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 36246 is the most concrete, self-contained bug report in the set: a specific missing export/import path with a clear failure mode and likely fix surface. The rest of the issues are broader or on different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36246 is the best representative issue because it is narrowly scoped, reproducible, and actionable compared with the more ambiguous or broad reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both mention transformer behavior regressions, but one is a DeepSeek tokenizer correctness issue and the other is resize_token_embeddings propagation; different code paths and failures." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols and dependencies: a missing transformers vision processor export vs huggingface_hub.is_offline_mode." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-name import errors, but they concern different exported objects and likely different fixes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque/indexing failure; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are distinct issues in different subsystems." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Both mention KV/cache behavior, but one is a serve continuation indexing crash and the other is cache length config handling; different concrete failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they affect different models and different failure points." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility and the other is a registration/decorator crash with use_kernels=True." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "GenerationMixin chunked_prefill cache missing and removal of is_torch_fx_available are unrelated regressions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but they target different models and likely different preprocessing code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat template sample-rate defaulting and import performance have no substantive overlap." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal config handling, but one is a missing config field and the other is failure to unwrap text_config; different root causes." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video output attribute loss and SAM3 LiteText memory overflow are different model bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access error and a Chinese performance regression are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and broken auto_mappings references are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and missing Qwen visual indexes are different config-validation issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing processor class and a DeepSpeed zero3/BertModel index error are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation and Whisper empty-transcription handling are different model behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "A regression in processor.tokenizer/image passing is unrelated to token embedding resizing behavior." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of an FX helper breaking trust_remote_code models is unrelated to Qwen3.5 rotary embedding registration." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/weights, but one is lm_head serialization and the other is decoder.embed_tokens not updating after resize." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained file omissions and AutoProcessor failing without a vision backend are different processor-loading/saving issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure for physical-intelligence/fast and tokenizer error masking when protobuf is missing are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen/VL models and Windows ROCm torch.distributed import issues are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue title." + } + ] + }, + "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": 23, + "review_unit_index": 42, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:43065|issue:43408", + "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:43723|issue:46710", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:45685|issue:46431", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "ad5ee9157271483980af2ee70f48fff82238388b826dfd5d20d956caf81bcef3", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer/serialization, generation/cache, model-loading, vision, and deepspeed issues are all mixed together. None of the soft pairs look like the same underlying bug or change, so they should not be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44297 is the most concrete, self-contained serialization bug in the set, and it is the closest to another save_pretrained-style report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 has the clearest failure mode and the most focused code path, making it the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated subsystems and failure modes." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are different runtime behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning for Qwen3.5 is not the same bug as flash-attention generation failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows ROCm import errors have no shared code path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash and a Gemma4 mm_token_type_ids default issue are different defects." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 and Qwen3OmniMoe video input validation are distinct bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading and multi-GPU CUDA OOM are unrelated problems." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model config warning and a paged-generate stale warning for num_return_sequences are not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie-word-embeddings warning." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 model-type mismatch warning are different SAM3 issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 from_pretrained/zero3 loading and double optimizer-step behavior under deepspeed are separate bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and flash_attention s_aux=None AttributeError affect different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API changes." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are too broad and not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure are not clearly the same bug." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "chat/completions request rejection and Gemma pipeline roundtrip failure involve different APIs." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "torch.compile attention branching and chunked-prefill cache lazy init are separate generation/runtime problems." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription failure and Windows ROCm import dependency issues are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int in moe code and missing chat template in a processor are unrelated errors." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and partial-batch result dropping are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance slowdown after upgrade are not the same underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and processor.save_pretrained missing files are similar on surface but different serialization failures." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and AutoProcessor backend-missing detection are different vision-stack issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 and ESM2 breakage are broad but distinct regressions." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Training slowdown after upgrade and a deepspeed double-step bug do not share a concrete code path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update and chunked_prefill cache-missing regression are different generation bugs." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and a filtering slowdown after upgrade 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": 23, + "review_unit_index": 43, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726" + ], + "soft_pairs": [ + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:42371|issue:45092", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:43986|issue:46726", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:43475|issue:45381", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:44222|issue:45310" + ], + "prepared_review_unit_hash": "343973e152ad19dece89e723bbf5d999649f7029d393734f14efe0b5fa5e5ad4", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set, but there are two clear duplicate pockets: the Qwen3ForCausalLM multi-thread VRAM leak and the Qwen3.5 MoE from_pretrained/loading regression. The Qwen3.5 config-field report is the best canonical issue.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45375 is the most specific/root-cause report in the Qwen3.5 MoE loading-error cluster; the other matching reports are more generic symptom variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Most representative item overall: it captures the clearest diagnosis in the strongest duplicate cluster in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save failure vs GGUF loading failure; related theme but different operations and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained file omission vs DeepSpeed optimizer double-step; unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 missing attribute vs trust_remote_code returning missing fields; both are attribute errors but not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression; one report is the specific config-field cause, the other is the generic failure symptom." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError vs sentence-transformers loading hang; different root causes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different missing-import symbols (AutoImageProcessor vs image_utils export); same area but not the same defect." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs tokenizer codec regression; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning vs InternVL2 meta-init incompatibility; different subsystems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque pop; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained failure; the detailed config-field report and the generic loading error describe the same regression." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor/backend handling, but one is video-model/no-torchvision and the other is image-processor recognition; too broad to merge." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model save bug vs Llama4 config missing pad_token_id; different issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers v5 bug vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder 'bug report' provides no concrete linkage to the gemma-4 ZeRO3 from_pretrained error." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc mistakes vs missing-vision-backend AutoProcessor error; different problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 attribute error vs qwen2.5-vl video position-id bug; different models and code paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 vs mistral_common continue_final_message behavior; different tokenizer bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "sentence-transformers import NameError vs Qwen3.5 kernel registration failure; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "_update_model_kwargs_for_generation after sync_gpus vs attention-kernel divergence under torch.compile; different generation bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs Gemma pipeline roundtrip on \u2581; related model family but distinct failures." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issue vs pipeline-parallelism wrong output; different runtime behaviors." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism incorrect output vs Qwen3_5 infinite loop on a specific image; distinct bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (AutoImageProcessor vs HybridCache); same symptom class but not the same defect." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline token roundtrip vs DiffusionGemma image-text-to-text pipeline failure; related family but different path." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex tokenizer crash vs auto_docstring future-annotations crash; unrelated utility bugs." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure vs missing Qwen2.5-VL export; different import/load problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import error vs AutoImageProcessor import error; different missing symbols." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype regression in evaluate vs ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model families (Qwen3-VL-Moe vs Qwen3.5 MoE); similar shape but not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained issue vs Qwen3.5 from_pretrained error; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet, and the soft-edge calls are generally conservative. The two accepted pockets are supported by the titles: the exact duplicate Qwen3ForCausalLM VRAM leak pair, and the Qwen3.5 MoE from_pretrained regression cluster where 45375 is a more specific config-field report. The rejected pairs mostly involve clearly different operations or subsystems, so I don\u2019t see overstatement here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:30333|issue:33290", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "e1a4149fbe6d645710d689d1bb895aefdc395395a9f16ea037884cafed739f62", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs in tokenization, model loading, training, packaging, tests, and inference. None of the soft-edge pairs look like the same underlying defect, so this is not a true duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No obvious duplicate centerpiece exists; if one issue must represent the cluster, issue 46693 is the most actionable open regression with a concrete performance problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the strongest standalone bug report here: it is open, specific, and describes a reproducible performance regression. The rest are mostly unrelated closed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different failures: generation kwargs handling vs a janus image-generation test regression." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe serialization." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to a deepspeed adafactor OOM." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Model preset loading via a legacy field is unrelated to a pytest-xdist file race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend install behavior is unrelated to a missing import symbol in image_utils." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-file race is not the same bug as stale auto_mappings references to removed configs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to a testing-utils race condition." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility is a different issue from a nonexistent import in image_utils." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hangs vs output embedding reinitialization during resize are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Install extra backend packaging differs from dummy class cleanup and repo-check failures." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization cleanup behavior in v5 is unrelated to BOS/EOS tokens not being added." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and partial-batch pipeline result dropping are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask output mismatch is unrelated to missing load-balancing loss for router logits." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor files on save is a different bug from Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to Whisper word-timestamp decoding crash." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is distinct from a long-context FA2 performance regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error is not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior changes are unrelated to Granite token-id regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 is not the same defect as add_special_tokens failing to add BOS/EOS." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model files and Gemma4 token-type defaults concern different models and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method is unrelated to old InternVL2 checkpoints failing meta initialization." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenization cleanup behavior is unrelated to Deepseek tokenizer codec handling." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default config initialization and ModelOutput key assignment are separate bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to a missing Qwen2.5-VL export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing in serve has nothing to do with auto_docstring annotations handling." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting after failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to a Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenization-space cleanup changes are unrelated to Kimi-K2.5 codec handling regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization cleanup behavior is unrelated to processor.tokenizer/image-token passing regression." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification outputs in the example script are not the same as local dataset loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 45, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46421", + "issue:46424", + "issue:46665", + "issue:46710" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44295|issue:45656", + "issue:30333|issue:35141", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:44263|issue:45092", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44734|issue:46421" + ], + "prepared_review_unit_hash": "95f36a4ddca1d29977f44bfb891f7bb7f2f37f120ab5ddfddd058ab9f1c3a3ef", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36686, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster here: the items span many unrelated Transformers issues, so all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue; the cluster is heterogeneous (imports, tokenizer serialization, training, generation, config, FP8/cache, and docs bugs) rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is the most concrete and self-contained bug report, but it only covers a narrow tokenizer save_pretrained mismatch and does not represent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump vs leftover dummy-class cleanup; different problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen MoE, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error vs optimizer step duplication under deepspeed; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow job reporting failure vs embedding reinitialization after resize; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting bug vs custom trainer loss signature mismatch; not the same issue." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different modules and causes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import vs dummy class cleanup; different fixes." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer arguments ignored vs docstring parameter-name mismatch." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Generation output regression vs attention registration behavior change; not the same defect." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling vs AutoTokenizer loading failure in v5." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch vs optimizer step behavior; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 multimodal config defaults vs non-persistent buffer junk; different underlying bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error vs attention registration behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained issue vs processor save_pretrained missing files." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config default initialization bug vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different packages/modules." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration behavior vs model accuracy regression; too broad to merge." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in an indexer vs remote-code/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size question." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example script dataset loading issue vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs cache max_cache_length behavior." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg regression vs auto-docstring AttributeError." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output drift across versions vs FP8 inference failure on B200." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache indexing crash vs lazy cache initialization causing recompilation." + } + ] + }, + "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": 23, + "review_unit_index": 46, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:27957", + "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:43408", + "issue:43475", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46431", + "issue:46655" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:44261|issue:44373", + "issue:43646|issue:46002" + ], + "prepared_review_unit_hash": "dd1816e8c7cee2b7b2bf961a90fc05f0abbbe35c893822db821607f24d56e65e", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36817, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft pairs are rejects: they only share broad themes like tokenizers, loading, quantization, or SAM3, but they describe different concrete bugs and code paths. No single issue stands out as a canonical representative for this mixed set.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue exists here: the items are a mixed bag of unrelated bug reports, and the superficially similar pairs still point to different models, features, or failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative because the set is heterogeneous and the closest-looking pairs are not the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different SAM3 vision-encoder attribute error vs MoonshineStreaming mask off-by-one; unrelated code paths." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they are different bugs in different models and functions." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different DSA indexer problems: torch.split return values vs missing ReLU." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer is a different issue from processor.save_pretrained missing files." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different failures." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 is unrelated to MoonshineStreaming masking." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA RMS eps precision issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bugs: InternVL2 meta init vs Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer torch.split behavior is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized save/load, but they affect different quantization flows and concrete failure modes." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue is not the same as SequenceFeatureExtractor.pad inefficiency." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 Moe from_pretrained error are different bugs." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 degenerate training is not the same as NaNs after checkout/init." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "onnx import missing and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection differs from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe are not the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Wrong model-type warning and missing text encoder weights are distinct SAM3 issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module and extra whitespace after added token are different tokenizer/import problems." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy issue is unrelated to a Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are separate tokenizer bugs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific is_offline_mode import failure is only one of many unrelated import regressions." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer problems." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring issue." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary-loss behavior are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 model-type warning and SAM3-litetext memory overflow are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm precision bug is unrelated to the position_ids docstring." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 47, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326", + "issue:46614" + ], + "soft_pairs": [ + "issue:42796|issue:43122", + "issue:42371|issue:44263", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:44295|issue:44297", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42757|issue:44351" + ], + "prepared_review_unit_hash": "0979ba55038e42903adc8151920e6ca61cdb2660ff6815b777106a32cb926892", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37218, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely related by v5 regressions and import/tokenizer breakages, but most pairs are not true duplicates. The broadest representative is the v5 upgrade/import-regression issue.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes multiple import failures after upgrading to 5.5.0, which matches the cluster\u2019s strongest recurring theme better than the more specific model- or tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to represent this cluster because it is the most general and central regression report among a set of mostly version-related import/tokenizer problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a model-specific BPE-marker bug and the other is a broader v4\u2192v5 tokenization regression; not the same underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated: TF32 settings vs. a DSA indexer ReLU/math bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different failures in different code paths: dequantized save/load vs pipeline-parallel output correctness." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both mention loading, but they concern different models and failure modes (stuck load vs Mac bus error)." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Both are version-5 breakages, but one is a broken CLI command and the other is a missing import during sentence-transformers import; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Completely different model-architecture bugs: RoPE layer count vs tied-weights warning." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model issues: wrong offset mappings vs failure to load a specific model." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Save/dequantization bug is unrelated to a multimodal model-loading failure." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "A Python-version compatibility issue is not the same as a pipeline-parallelism output bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is a broad set of upgrade import errors; too different to merge." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated: buffer access/readback bug vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems and failures: missing nn import vs stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model families and error types: save_pretrained dequantization vs invalid GenerationConfig." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained APIs, but one is tokenizer mapping None handling and the other is AutoProcessor kwargs propagation; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different issues: config propagation for Qwen3.5 vs degenerate training with flash_attention_3." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA math/activation discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-adjacent, but one is offset_mapping correctness and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated API bugs: cached_file kwargs forwarding vs chat-template crashing on tool-call messages." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but different concrete bugs: model-type warning vs missing output attribute." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a general regression between versions and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions in different functions/models; not the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Unrelated failures: dequantized save and gguf loading behavior are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different topics: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe model issue vs tokenizer_config save metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification output bug vs Gemma 4 multimodal token-type-id requirement; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different tokenizers and distinct state bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related only at a high level (Qwen3.5 and v5.4.0), but one is save_pretrained checkpoint correctness and the other is from_pretrained loading; not enough evidence of the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different MoE/model-save problems; no shared concrete failure path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated: Qwen3-VL-Moe loading bug vs position_ids buffer access bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports and likely different root causes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Completely unrelated: tensor-parallel training vs example-script classification results." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared 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": 1, + "component_count": 23, + "review_unit_index": 48, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710" + ], + "soft_pairs": [ + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:43066|issue:44779", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:43116|issue:43825", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "c5d9d1d27830db28ecfb03f1f6cc7a559abbad2a2416c44fa46cb0892c6701dd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34822, + "estimated_input_tokens": 8706, + "estimated_eval_tokens": 17668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues with superficial title similarity around Transformers v5 regressions; all soft edges should be rejected. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs across tokenization, model loading, training, vision, packaging, and docs; the soft matches are mostly broad v5-era similarity rather than the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best umbrella representative because it is broad, upgrade-related, and closest to the cluster\u2019s common theme of v5 breakage/import errors, even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Both mention training/evaluation behavior, but one is a dtype mismatch between train and eval while the other is incorrect output under pipeline parallelism; different code paths and symptoms." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing transformers.onnx failing is unrelated to LayoutLMv3 error-message clarity for bounding boxes; different subsystem and bug type." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install is a packaging/backend issue, while Python 3.14 load failure is an interpreter-compatibility issue; not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF/JAX numerical discrepancy and Qwen3_5 infinite-loop-on-image are different models and different failure modes." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a performance issue in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 and RoPE implementation discussion are distinct model issues; not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A missing layer_type_validation import is a specific symbol breakage, while 45278 is a broad multi-import regression after upgrade; similar theme but not the same underlying issue." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change and stale phonemizer backend after language switching are unrelated text-processing vs phonemizer state bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading breakage and NaNs after checkout/init affect different code paths and have different root causes." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script returning empty results is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name typo are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder-type selection and the other is incorrect DeepSeek tokenization results; too different to merge." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a wrong PyTorch version check for AuxRequest are separate environment-check problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe and Qwen3.5 Moe from_pretrained errors are related by model family, but the concrete failure paths are different." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing image-patch-count method in GLM46VImageProcessorFast are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use and dtype mismatches in bfloat16 inference are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and from_pretrained failure are both Qwen3.5-related, but they are opposite sides of different serialization/loading bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length calculation in qwen3_omni_moe is unrelated to a PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label classification failure and pipeline() translation messaging after v5 removals are different issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral-3 flash-attention failure are unrelated model-specific regressions." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored SGD optimizer args and trainer.evaluate() failing after train are distinct training-loop bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight during loading and AutoProcessor not forwarding kwargs to cached_file are different loading/processor paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash on second forward pass and Swin2SR over-padding are unrelated model/runtime vs image-processing bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention 2 support request for GPT2LMHeadModel and a vague flash-attention issue are too underspecified and not the same concrete bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Wrong tokenizer decoder type and DeepSeek-R1-Distill-Llama-8B accuracy regression are both v5 regressions, but they involve different models and failure modes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Stale docs referencing pipeline() and a PyTorch version check bug are unrelated documentation vs runtime-import 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": 23, + "review_unit_index": 49, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:45071|issue:46614", + "issue:45405|issue:45446", + "issue:44466|issue:46002", + "issue:44117|issue:45588", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42371|issue:44261", + "issue:42222|issue:46178", + "issue:44877|issue:46231" + ], + "prepared_review_unit_hash": "8dfa9f4c947dd0ff97e5471775fa53d4981daa0d7f641a4df88f216fd1ad2eef", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36721, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of tokenizer regressions, model-loading failures, attention/backend bugs, and test-utils issues; the soft links mostly reflect broad topical similarity rather than true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43122 is the broadest umbrella for the tokenizer-regression subset: it explicitly compares v4.57.3 vs v5 behavior and can cover several related tokenizer reports better than the more model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the most concrete standalone bug report here: it names a specific model, a version regression, and a user-visible incorrect tokenization result, making it the strongest actionable issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failures: optimizer state placement in FSDP/PEFT vs generation cache missing." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated generation bugs: invalid GenerationConfig vs a stale warning for num_return_sequences." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading regression and the other is offset_mapping correctness for Qwen3." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is unrelated to tokenizer BPE marker handling." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but they are different models/backends and different bugs." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer codec/fix_mistral_regex regression is unrelated to stale phonemizer backend state." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and SequenceFeatureExtractor.pad inefficiency are unrelated components." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to video processor padding calculation." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-loading/type issues, but one is an unexpected init arg and the other is PretrainedConfig type checking." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to phonemizer backend persistence." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump problem is unrelated to a PyTorch version gate in flex_attention." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3-related issues: missing projections in one model versus a from_pretrained error in another." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug and xdist race on captured_info.txt are not clearly the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration is unrelated to Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug and AutoProcessor crash without torchvision are different problems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Mapping-name None handling and Mistral regex patch crashing are unrelated tokenizer-loading failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different APIs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to a testing_utils bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression is unrelated to a noisy logging message." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash is unrelated to SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning is unrelated to a MobileLLM loading key error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance is unrelated to MLA rms_norm_eps precision behavior." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "vitpose breakage and tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 50, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46617" + ], + "soft_pairs": [ + "issue:44484|issue:45310", + "issue:42371|issue:46617", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:44261|issue:44485" + ], + "prepared_review_unit_hash": "8d1a542a68d7018b1c4bbc65484b490e501b17848a470e9eaf4d27b37c11bd39", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36184, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a true duplicate set: it mixes unrelated model bugs, tokenizer regressions, backend/install issues, and API failures. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring upgrade/import-breakage theme, even though the cluster itself is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: save_pretrained shard sizing vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings warning and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM generation config validation vs Olmo model type/config loading error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen-family models, but the reported failures are distinct loading/projection bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing/nonexistent import and broad upgrade import errors are not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Configuration import error and fbank feature extraction issue are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args ignored vs double optimizer.step under deepspeed are different defects." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer split-return issue and GLM-5 RoPE implementation bug are different." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but not the same underlying failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are unrelated regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill issue and a testing_utils bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and TF/tensorboard backend packaging error do not share a code path." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch helper and missing rms_norm_eps in MLA are unrelated model bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type checking and TF backend dependency handling are different regressions." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next projection omission are distinct model-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and vitpose breakage are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both concern chat/completions, but one is API acceptance and the other is streaming inference failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 comb.transpose bug are different implementation errors." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return handling and deepseek-v4 tensor transpose are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bfloat16 precision warning and BLIP2 dtype propagation bug are different symptoms and code paths." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and NemotronHForCausalLM Flash Attention 2 support are model-specific, separate requests." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe loading bug are not the same failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention load failure in Ministral-3 and flash_attention_3 training degeneration are different concrete problems." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings API removal and gguf_file/from_pretrained behavior are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug and testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model torchvision dependency crash and testing_utils bug are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "These are separate GLM-family bugs affecting different helpers." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Nonexistent image_utils import and a doc mismatch in set_training() are not duplicates." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps precision issue and GLM-5 RoPE implementation issue are distinct." + } + ] + }, + "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": 23, + "review_unit_index": 51, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43673", + "issue:43825", + "issue:43873", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43208|issue:43550", + "issue:45712|issue:46298" + ], + "prepared_review_unit_hash": "c8b44b7b6b692f29c06cb852952be38d76c784a8378dda4266b3590a90c64b74", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports with topical overlap only; none of the soft pairs look like true duplicates or mergeable single-change PRs.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43097 is the best umbrella representative: it is a concrete, high-signal v5 regression in a core code path and broader than the more model-specific or incidental reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest standalone issue to keep: clear impact, core compatibility regression, and enough context to guide a fix without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different bugs: one is a Qwen3_5 image-loop issue, the other is a Trainer import failure tied to datasets." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/tokenizer paths, but the failures are distinct: mapping lookup returning None vs a model load break in v5.1.0." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: a Qwen3-MoE sliding_window bug versus a testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/pipeline behavior, but one is chunked_prefill cache handling and the other is final-batch flag logic in MaskGenerationPipeline." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek-related code paths and symptoms; not the same underlying change or bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Core issues differ: a removed config attribute in v5 versus a flash-attention crash on sink-less models." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols from different modules; no shared root cause shown." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different dependency/loading failures: missing torchvision for video models versus missing ReasoningEffort from mistral_common." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family config/model issues, but they concern different models and different missing fields/projections." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 config/API removal issue is not the same as quantized save/load breakage." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related family name, but the concrete failures are different Qwen variants and different missing components." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Different areas: missing torchvision during processor loading versus save_pretrained shard-size behavior." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they involve different exported symbols and likely different fixes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A test seeding problem is unrelated to a noisy logging message." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek issues: a specific tensor operation bug versus an accuracy regression after upgrade." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is about an API/config removal; the other is an offloading/quantization malfunction." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument handling is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback and an image-text-to-text pipeline failure are separate code paths." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is not the same as failing to import Trainer because datasets is installed." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and a missing embed_tokens.weight during UMT5 loading are different defects." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failure modes and layers: video dependency loading versus tokenizer mapping resolution." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and saving Pipeline objects are separate problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is different from inability to save Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Quantized save/load behavior and a Qwen3_5 image infinite loop are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure do not share a concrete code path." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class cleanup/check_repo issues are unrelated to a noisy logging message." + } + ] + }, + "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": 23, + "review_unit_index": 52, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365" + ], + "prepared_review_unit_hash": "f0fe2aca0d8d784aeb5a96374e4bd4699a278d508d6c7179cf3a636666459c5f", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35774, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers issues; the only strong duplicate-like pair is the CLIP v5 output regression pair. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43761 is the cleanest representative of the CLIP v5 regression cluster: it states the concrete forward-pass symptom, includes the explicit regression tag, and is broader than the single attentions-only symptom in issue:43618.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best overall anchor among the cluster candidates because it has the clearest concrete reproduction of the shared CLIP output regression and is the most mergeable as a single bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: a bfloat16 precision warning vs a torch.compile/SDPA model error." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated symptoms: precision warning vs a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Both involve saving, but one is a missing weight during load/encode and the other is max shard size behavior in save_pretrained()." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both are loading/import related, but they point to different symbols and different underlying code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: Flash Attention support for a model vs a Python version compatibility break." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal/regression vs a generic noisy logging message; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related issues: model support gap vs GPT2 attention scaling being ignored." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failure modes; no shared code-path is evident." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Config handling in attention backends vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation is unrelated to Trainer import conflicts with datasets." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation after align_special_tokens is unrelated to Trainer import resolution." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a from_pretrained load regression." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma config attribute error and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config bug vs degenerate zero-loss classification behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Package-install backend selection issue vs importing Trainer being blocked by datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing slash warning vs bfloat16/float32 precision warning." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Optimizer state mismatch under FSDP2/PEFT is not the same as attention scaling being ignored." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols and different dependency surfaces." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A runtime precision warning is not the same as a torch >= 2.9 compiled flex_attention failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "auto_mappings CI breakage is unrelated to a generic logging complaint." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection and batched processor padding crash are different request paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both involve model internals, but CLIP output fields and GPT2 attention scaling are distinct bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Same underlying CLIP v5 regression: optional outputs are no longer propagated in forward results, affecting both attentions and hidden_states." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and an fp8 inference support request are not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/dependency failures: a missing internal symbol vs unexpected API requests under local_files_only." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE layer-dropping in Smollm3 and GLM-5 RoPE implementation discussion are not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and a generic sorted-state_dict load error are not clearly the same failure." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models and saving Pipeline objects fail in different save_pretrained paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failures are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports issue:43761 as the best canonical CLIP regression anchor, and the single accepted soft pair (issue:43618 vs issue:43761) is a conservative duplicate-like call. The remaining soft-edge rejections are appropriately cautious and do not overclaim shared bugs. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 53, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857" + ], + "prepared_review_unit_hash": "71dfd700f43ef09f444a2b97ca67b85df7c73f204f8db7ecd15ca2aeb42c7c45", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37786, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated import/load/save/config regressions across different models and subsystems. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering import regressions after upgrading; if one issue must represent this mixed cluster, it is the closest fit, though the cluster is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it is the most general import-regression report and overlaps with several other import-time complaints more than the model-specific issues do.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different bugs: token embedding/output embedding resize vs causal attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and different missing attributes; not the same failure path." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support rejection and invalid GenerationConfig are distinct validation/code-path issues." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "One is a chat/completions API rejection; the other is an import conflict around Trainer and datasets." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix and saving Pipeline objects are separate code paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning return_all_scores do not describe the same bug as Pipeline save_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing Gemma3 config attribute and ignored SGD optimizer args are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load failure and incorrect save_pretrained output are different regressions." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/platform compatibility reports, but the actual breakage and environment constraints differ." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config propagation for num_labels is unrelated to attention mask generation." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Bidirectional attention mask logic and head_dim validation are separate issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions being unset is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes missing on different model families; not a shared root cause." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config-related, but one is a missing Gemma3 attribute and the other is num_labels propagation." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight and Qwen3.5 from_pretrained errors are not clearly the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import failures after upgrade are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a typo in cache strategies do not share the same code path." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Ignored SGD args and Trainer import failure are different subsystems and fixes." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python import errors and a torch.jit parser/IndentationError are not the same underlying defect." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python version incompatibility and PretrainedConfig type-checking regression are distinct issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load failure from state_dict ordering and silent dropping of a config field are different problems." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict load errors and Gemma pipeline roundtrip failure are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute loss and FSDP2/PEFT optimizer-state corruption are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed and xdist race on captured_info.txt have different causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* slowdown and intermittent import slowness are performance complaints, but not the same concrete regression." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update decoration and a broad 'breaks too many models' complaint are too different and too vague to merge." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tp-related OOM are different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict loading and incorrect visual encoder keys on save are separate checkpoint bugs." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both concern CLIP model structure, but one is attentions assignment and the other is .text_model structure inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and an AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import and tokenizer loading regression are different failure classes." + } + ] + }, + "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": 23, + "review_unit_index": 54, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43874|issue:46617", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:38617|issue:43576" + ], + "prepared_review_unit_hash": "6ca9abc0b6ebab76143d67070eed7600aa8976a194f602bfdf53feb1683085f0", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39507, + "estimated_input_tokens": 9877, + "estimated_eval_tokens": 20010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated model-loading, import, CI, docs, or performance bugs. None of the soft pairs look like safe duplicates under a strict reading.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 regression in the set and a reasonable cluster anchor; it is user-facing and version-wide rather than tied to one model or test case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 best fits as the cluster representative because it captures the generic v5 breakage theme seen across several nearby issues without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: a DSA indexer/ReLU discussion versus a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated symptoms and subsystems: SamHQ test seeding failures versus Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test/CI issues, but they target different models and failure causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ integration flakiness is unrelated to removed Sam3LiteText configs in auto_mappings." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "One is a tokenizer cleanup behavior change; the other is a video processor num_frames semantic issue." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different code paths: local_files_only network access versus AddedToken keyword duplication." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different loading/runtime failures: KV-cache continuation indexing in serve versus cache loading FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading, but one is AutoTokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are separate issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 memory growth/OOM versus checkpoint reload breakage after version upgrade." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing get_number_of_image_patches is unrelated to trust_remote_code cache loading." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific Qwen VL class is not the same bug as cache FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No shared underlying change: no_grad decoration for cache updates versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken CLI env command is not the same as AttentionInterface.register changing function behavior." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Closely themed, but the titles point to different problems: missing _tp_plan versus a broader from_pretrained error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failure and tokenizer loading regression are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a Chinese-language performance regression report are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan for tensor parallelism is unrelated to a missing vision-config field." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing vision-backend handling are distinct processor issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration and generation kwargs updates after sync_gpus are different code paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang and model.forward documentation confusion are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only networking and an unrelated racoon placeholder issue are not duplicates." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "No overlap beyond being in the same library; one is a download flag bug, the other is FP8 save_pretrained." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to the racoon issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow status reporting and tensor parallel training are different problems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different model families and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors do not match a PretrainedConfig type-checking regression." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file failures and Pipeline save_pretrained problems are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hugging Face Hub offline-mode import failure and the transformers env command are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application via model_init and a DSA indexer/ReLU discussion are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation wording and a missing internal import are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and Qwen2_5_VL import failure do not share an underlying fix." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder racoon issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache loading failure are different problems." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and the racoon placeholder issue are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and the broken env command are different 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": 23, + "review_unit_index": 55, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44315", + "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:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:36296|issue:43526", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44230|issue:46095", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071" + ], + "prepared_review_unit_hash": "5a6dc41540fb8a230e42a119abd36942ce4218229f5319de6febb1e1a8c4e48a", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37671, + "estimated_input_tokens": 9418, + "estimated_eval_tokens": 19092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of Transformers v5 import/lazy-loading regressions and unrelated model-specific bugs; none of the soft pairs look like clear duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella complaint in the set about v5 breakage, so it best anchors this mixed cluster despite being vague.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most central representative of the repeated 'v5 breaks things' theme and is the most suitable single issue to stand in for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Completely unrelated: scheduler kwargs bug vs a placeholder issue with no matching code path." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and a pipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs trust-remote-code cache FileNotFoundError; no shared failure path." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BEiT image-processor label reduction are separate subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention fp8/moe, but one is save_pretrained serialization and the other is inference support." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export issues; too broad to merge." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/liger-kernel application and B200 fp8 inference failure are unrelated problems." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs video num_frames semantics; different model components." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same concrete bug as a broad 'v5 breaks too many models' complaint." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing during chunked prefill and a typo in cache strategies are different issues." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and TensorFlow backend detection/installation behavior are related only at a high level." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the SmolVLM video processor bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a concrete missing-files bug in processor.save_pretrained; the other is an empty generic report." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but generic Qwen3-VL-Moe issues and a missing tensor-parallel plan are different code paths." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading mechanics, but lazy loading and unsafe sys.modules access are distinct bugs." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but bbox hallucinations and an infinite loop on a specific image are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression vs generation cache missing during chunked prefill; different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5 env-command breakage and old-checkpoint reload incompatibility are separate regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the same as a broad v5 complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/reload compatibility issues, but they target different checkpoint types and initialization paths." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific missing field, not the same issue as the broad v5 breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Import errors after upgrade are related in theme, but this is not the same concrete bug as the generic v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a general 'v5 breaks models' report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown and a specific module import failure do not look like the same root cause." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 model-type warning and Liger Kernel model_init behavior are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and a DeepSeek weight conversion script are different requests." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading failure may be adjacent, but the evidence is too weak to call them duplicates." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention support and Qwen3-VL bounding-box errors are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are different features with no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 56, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28348", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655" + ], + "soft_pairs": [ + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998" + ], + "prepared_review_unit_hash": "e7f15fb5f187def6f11fec4b59f96b7f7725ef12c589ed42475fb1e2bee0caaf", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39145, + "estimated_input_tokens": 9787, + "estimated_eval_tokens": 19830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports. None of the soft pairs appear to describe the same concrete bug/change, so I would reject all candidate duplicate edges. The strongest standalone issue is the specific Qwen3.5 MoE `from_pretrained` regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45310 is the clearest concrete regression report in the set: a specific `from_pretrained` failure for Qwen3.5 MoE on Transformers >=5.4.0, with a narrowly defined code path and likely reproducible behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the most triage-ready issue here because it is specific, actionable, and version-scoped; the other candidates are either too generic, documentation-only, or too loosely related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "`44295` is a specific `position_ids` buffer bug; `45230` is a placeholder-level generic report, with no evidence they share the same root cause." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a different failure mode from the generic `45230` report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "One is about removing `import *` for startup/perf; the other is an import error for `HybridCache`. Related area, but not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a `SequenceFeatureExtractor.pad` performance issue are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup versus a testing utility bug; no shared underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Both mention broad v5 breakage, but they are different reports with no concrete shared code path." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different failures: Qwen3-VL bounding-box output versus Qwen3.5 MoE loading." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility and a missing Qwen3_5 module are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`post_init` validation and `_get_tied_weight_keys` crashing on a list are separate code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` and `inverse_sqrt` scheduler kwargs being ignored are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around forward args versus a tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "A broken `transformers env` command and lazy loading not working are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "`model_init` not applying Liger Kernel and degenerate training with flash-attn-3 are different failures." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer math discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but one is Qwen3-VL timestamp calculation and the other is SmolVLM video padding; not the same root cause." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading versus scheduler kwargs are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and tied-weight-key handling are different subsystems and failures." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage is not the same as a missing `Qwen3_5ForCausalLM` import." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "`45230` is too generic to establish the same underlying bug as the specific Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different implementation areas: timestamp handling versus RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import cleanup/startup cost and VRAM leakage in dataloader threads are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and a model-loading regression for Llama 3.2 are distinct issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow `from_pretrained` checkpoint loading and confusing forward documentation are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a dtype/transpose bug in DeepSeek-V4 are different concrete problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different components; no shared bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "`local_files_only=True` network leakage and Qwen3-VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration behavior and VRAM leakage are different topics." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint that v5 breaks many models is not the same as a specific missing module import." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math and dataloader-thread VRAM leakage are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device-mismatch in CI and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "`torch.split()` return-value handling in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Layer-norm epsilon precision discussion and Gemma-4 audio positional encoding are not the same issue." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing `HybridCache` import and missing `Qwen3_5ForCausalLM` import are different symbols with no shared bug evidence." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a missing Qwen3_5 module import." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer changes in v5, but the reports are not specific enough to establish the same underlying bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "A GPT2-specific Flash Attention 2.0 support request is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder title are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder title are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 57, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7f3d1a44c3df2bd9e96cc6bb3717d2a7adbf339299cb6b984c5ebeb1b9182764", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1763, + "serialized_chars": 913995, + "estimated_input_tokens": 228499, + "estimated_eval_tokens": 457254 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 26, + "serialized_chars": 23352, + "estimated_input_tokens": 5838, + "estimated_eval_tokens": 11932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated issues: model-specific feature requests, loading/version regressions, tokenizer warnings, and a few training/runtime bugs. None of the soft pairs look like the same underlying bug, so there is no real duplicate hub here.", + "confidence": 0.88, + "canonical_issue_reason": "No true canonical issue emerges because the set is heterogeneous. If forced to nominate a representative, issue 45850 is the broadest umbrella complaint, but it is too vague and not a credible duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most general/high-level problem statement in the set, but it still does not match the rest closely enough to serve as a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Different bugs: CLIP attentions regression vs an unrelated issue titled \"Unemployment\"." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated issues; one is nonsensical/irrelevant, the other is a broad model-breakage complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same problem as the unrelated \"Unemployment\" issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling vs chat template tokenization with tool calls." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation ImportError." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a different bug from _get_tied_weight_keys crashing." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to tied-weight-key handling." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are different model-specific support requests and not the same concrete fix." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-status reporting failure is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained performance regression and tensor-parallel training bug are different problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is fp8 support work and the other is a from_pretrained error in a different context." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support is unrelated to Qwen fp8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are separate model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint issue is not the same as the tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and kwargs propagation to loss calculation are different training bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "kwargs not reaching the loss function is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value logic is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss/ignore_value behavior is not the same as RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "kwargs-to-loss propagation is a runtime bug, not the ModernBERT norm_eps type-hint issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type-hint mismatch and a typo in quantization attribute name are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A Llama4 norm implementation question is not the same as a ModernBERT type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 23, + "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": "003e4e9864bc2a213041457192b75ef445739dceafb0a721637f2c6df10ff8ba", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated feature requests in different areas, so this cluster should not be merged.", + "confidence": 0.99, + "canonical_issue_reason": "None of the issues are duplicates; if one had to be picked as a representative, 10519 is the clearest, self-contained product feature request, but it is not a true canonical duplicate target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the most concrete and well-scoped issue, with a specific tokenizer behavior request; the other two are separate feature asks in unrelated domains.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Truncation-direction behavior for tokenizers is unrelated to ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Tokenizer truncation behavior and Wav2Vec2 word time offsets are different problems in different subsystems." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduling behavior is unrelated to speech model word-boundary timing offsets." + } + ] + }, + "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": 23, + "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": "712cf169da8475617e702327fb998d8f38b3e4d28cdd2ff0d3b42a7626be73d5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like true duplicates: one is about Tapas tokenization parity, and the other two are about model-loading/download failures with different causes and user-facing symptoms.", + "confidence": 0.28, + "canonical_issue_reason": "Issue #16618 is the broadest of the three and sits in the model-loading error area, so it is the best representative if one must be chosen for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most central issue for the cluster because it concerns a common model-load failure path, whereas #13244 is clearly about tokenization behavior and #15980 is specifically about private-model auth messaging.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization mismatch vs. model loading failure. No indication they share the same underlying bug or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model download/load errors, but the concrete scenarios differ: private-model login/error messaging vs. a failure loading 'bert-base-uncased'. Not enough evidence of 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": 4, + "component_count": 23, + "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": "13e72cd1d3a00e2c96a8e8039d7ecc460aac681c1caa3156312c6f73f69b4901", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both community contribution requests, but they target different features and code paths: Flash Attention 2 support vs GGUF support. They are not duplicates and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the issues request different capabilities (Flash Attention 2 vs GGUF) for different architectures and underlying implementations. They share only a generic contribution framing, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "7d7c835ea1936c504d0b5a71695758e20b2cd20045d8714dd297a088c9206e10", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13529, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is noisy and mixes unrelated translation-request issues by language. The only clear duplicates are the placeholder-title translation issues (43834/44365/44370) and the exact Thai duplicate pair (46222/46226).", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the earliest of the largest near-identical placeholder-title subcluster, so it is the best representative issue for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the cleanest representative of the dominant duplicate-like subcluster; the other language-specific translation requests are separate issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different languages/topics; only generic i18n wording overlaps." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation requests, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs generic placeholder-title issue; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation requests; similarity is only broad i18n template wording." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder-title issue; no clear duplicate evidence." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation requests, not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language translation requests, not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder-title issue; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic placeholder-title issue; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic placeholder-title issue; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request vs unrelated Thai-titled issue; no same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs unrelated Thai-titled issue; no same underlying change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body pattern; likely duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and near-identical body pattern; likely duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-title translation issue vs different Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-title translation issue vs different Thai-titled issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder title and near-identical body pattern; likely duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder-title issue vs different Thai-titled issue; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and likely identical body; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate calls on 43834/44365/44370 are supported by identical placeholder titles plus very high body similarity, and 46222/46226 is a clear exact pair. The language-specific issues are correctly treated as separate rather than collapsed based on broad i18n similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "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-36817-18", + "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", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "ac1e94686d7e52323433fe8a06199721c81c58eed909a3aa61cda15a24be0e9c", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23784, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23784, + "estimated_input_tokens": 5946, + "estimated_eval_tokens": 12148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model-support request issues, not true duplicates. The soft-similarity links mostly reflect the shared \u201cadd model/support\u201d wording, but each item targets a different model or capability, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43671 is a representative, well-scoped model-support request and sits near the center of the similarity graph, but it is still a specific Qwen3-TTS request rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best canonical issue only as a representative of the recurring feature-request pattern; it is clear and specific, but still not interchangeable with the other tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support vs DEIMv2 support; different models and different requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS support; unrelated model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR; same broad theme but clearly different model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model-add requests, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection model vs LFM2.5 Audio support; different domains and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model add vs weight-sparse transformer request; unrelated concrete changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; different models and feature requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS; distinct model-support tickets." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; different model families and functionality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition vs sparse-transformer support; not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model-add requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; similar naming but different models and requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support; different model targets." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture vs sparse transformer; different concrete features." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; distinct model support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral-TTS support; different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS; unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model support vs BERT-like RoPE support; one is a model request, the other is an architectural feature request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support vs Voxtral TTS support; different change types." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Architecture feature request vs unrelated person-named issue; no shared underlying bug/change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR; related brand but different modalities and implementation work." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related, but different models and support paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; different models and tasks." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but distinct model support issues." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; different model/product targets." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model support vs sparse transformer request; not the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; different model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support vs Granite SWA+sink option; one is a model request, the other a model option tweak." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer model request vs EUPE model request; unrelated additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral-4B-TTS; different audio models and support work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different models and modalities." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE by Meta AI vs TIPSv2 by Google DeepMind; separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model request vs unrelated name-only issue; no shared change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs unrelated name-only issue; not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "c0727bdfe6f78664f8ddedf6565280f285b6789fbed058b6f47da09605d3b963", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a documentation/request item about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No duplicate cluster here; if forced to pick a representative, #46443 is the more substantive code-change issue, while #38740 is a docs request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and outcomes: docs framework addition vs. Vision RoPE refactor. No shared code path, target, or change request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 23, + "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": "c618097dc32aa465692d8dff4aece3bfb3e21d8afa347f6f846060a9d2f275fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are unrelated: one asks for generic block decoding behavior, while the other requests DeepSeek v3.2 support.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical duplicate exists; if one issue must represent the set, 43037 is the more concrete, actionable request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying concerns: block decoding mechanics vs model/version support for DeepSeek v3.2." + } + ] + }, + "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": 23, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "4e5a026c557c0d44084188830cb16b66ab61ec9101b33a8f5dffd329672c07c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are only loosely related by the general theme of memory-efficient model components, but they describe different features: one is about exposing a TiledFusedLogitsLoss/Liger FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory usage. They do not look like duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #41306 is the more concrete and actionable request, tied to a specific API flag and code path (`from_pretrained()`); #41826 is broader and more exploratory.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the best representative issue because it has a clear, specific implementation target, whereas #41826 is a higher-level feature idea.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes: one is an API flag for TiledFusedLogitsLoss/FLCE in `from_pretrained()`, the other is integrating TiledMLP. Same broad memory-efficiency theme is not enough to treat them as 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": 10, + "component_count": 23, + "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": "1b5ded1d467fb7607f8d993eb9ef6eddbe693f1d92c460a6c9cd56da09ddbca5", + "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": "The two issues are related only at a high level (custom trainers / Trainer internals), but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits both: the first targets input-column handling in Trainer, while the second targets FLOPS accounting for custom trainers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete and narrowly scoped report, but it should not be treated as a duplicate of 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad Trainer/custom-trainer theme, but the underlying bugs are different code paths and different expected fixes." + } + ] + }, + "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": 23, + "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": "d6580d97390f98d5547d9ae4e6af3df283d43a48317e1ebedad321b9078b1b19", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level: both ask for additional AutoModel support for Qwen variants, but they target different models and different auto classes. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader and more foundational request: it asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, which is a generic model-registration gap rather than a specific task head request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better canonical issue because it covers the general registration work and is more likely to subsume related follow-up support requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: #43684 is about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while #44405 is specifically about AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. Same ecosystem, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 23, + "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": "e67092b1830081399685bd921ec0a35725cf8e6f9692f7caebdc89eb3789c4c8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same generic 'huggingface' title and appear to be near-duplicates; 'Fett' looks unrelated. Among the huggingface issues, 43845 is the best representative/canonical candidate because it is the earliest of the closely matching set.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest and most representative of the near-identical 'huggingface' issues (43845/43846/43859), with slightly more context than 43859 and strong textual overlap with 43846.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best global issue candidate because it anchors the cluster of highly similar huggingface reports and is the most plausible single dedup target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no substantive body evidence tying 'Fett' to the huggingface reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very high textual similarity, and no visible evidence of distinct bugs; these look like duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same generic title and strong similarity suggest the same underlying issue despite the shorter body." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same generic title and strong similarity make these likely duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the three 'huggingface' issues have strong soft-similarity, and 43845 is the earliest among that cluster. The 43835 links are conservatively rejected based on only weak similarity and unrelated title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "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": "adbd4a222bbdc71b9919b24174fd3e0df6f6ae46d7ef0fd395ee059daede2359", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are low-information spam/vague issues with no concrete shared bug or change. The apparent similarity is only from generic titles, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no body, targets, or filenames; no concrete shared issue is visible." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same generic spam-only pattern; no evidence they describe the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; too little specificity to treat as the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no issue detail tying them to a common bug or task." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation enhancement is not the same as a spam placeholder; no shared concrete change request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Only broad low-signal similarity; no explicit overlap in problem statement or requested change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same underlying report rather than separate junk submissions." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared topic beyond generic similarity; the titles do not indicate the same bug or request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete common issue is present; these look like unrelated reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 23, + "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": "db1bc3ea61423c719476563c174d36dba7f3f6193a245800423d5b712b8604a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles, close creation times, and very similar body sizes, so they look like duplicate reports of the same underlying request. Issue #45145 should be the canonical thread because it was opened first and already has an inbound reference.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the strongest cluster representative since it predates #45151 and is the more established issue thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles, close timestamps, and highly similar body lengths with soft-similarity support treating these as duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the pair looks plausibly duplicate based on identical titles, close timestamps, similar body lengths, and soft-similarity, but the analyst overstates the evidence by claiming the bodies have the \"same wording\" and that #45145 has \"slightly more engagement.\" Those specifics are not directly grounded in the packet. The canonical issue choice is fine, but the cluster summary and best-issue rationale should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 23, + "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": "07aab97c34af37d97bb703c8aeeff089d607bff3e48f62da58df57ea0acf8aff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one in Gemma4 audio modules hitting a uint8/torch.finfo TypeError, and one in BitsAndBytesConfig where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError. They are related only at the broad feature level, not the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the more general, configuration-focused report with a clearer failure mode and broader applicability across 4-bit inference.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 best represents the cluster because it describes a concrete regression in BitsAndBytesConfig rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module exclusion logic. They share 4-bit inference context but are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 23, + "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": "665531712120e22ef4ee9ac8fc2c898d4b840e3265f95f6a50c44c8d91361548", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues look unrelated: both are bare name/date titles with no body, no shared targets, and no evidence of the same underlying bug or request. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles refer to different people and different dates; there is no issue body, shared target, or other evidence of the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 23, + "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": "02540700f82477fae749111438a1843e60d6d625f7645aa410efd2b2c20aedc5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated; both are just person-name/date titles with no body, links, or shared targets, so there is no evidence they describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "No substantive overlap beyond both being empty closed issues; titles point to different people/dates and there is no shared body, target, or code context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "2b1fe1dd88b7166227b5e43a9b205589eea44af95dcf9bb0c8a4d9c719fec55c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen token-classification model class, while the other asks for FP8 training support. They do not describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and is easier to use as a representative item, but it is not a duplicate of the FP8 training issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different features in different areas: adding a model class for token classification versus training/runtime support for FP8. No shared code path or concrete duplicate behavior is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "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": "c2a695b21afc2d5d46a0dafca58f5de3b7b36ad35b276a385a98602fa6d3d348", + "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 \u2194 45871 and 45872 \u2194 45873. Issue 45869 is a different dataset/promo request and should not be grouped with either pair. The two DataForge-themed pairs are superficially similar but describe different scopes, so they should not be merged across pairs.", + "confidence": 0.96, + "canonical_issue_reason": "45872 is the strongest canonical representative for the cluster because it is the more concrete DataForge request and is an exact duplicate of 45873; the other exact-duplicate pair (45870/45871) is a separate, more generic example issue.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the most actionable issue in the set: it clearly states the DataForge time-series + scraping-service request, while 45869 is unrelated and 45870/45871 are a separate duplicate pair about a generic example.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: dataset bundle promo/sample vs. a DataForge example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset bundle promo/sample vs. a DataForge example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title/body pattern and effectively the same example issue; this looks like a direct duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related theme, but not the same change: one is an example, the other is a scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title/body pattern and effectively the same DataForge request; this looks like a direct duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870\u219445871 and 45872\u219445873 are the only clearly identical pairs (matching titles/body lengths and jaccard 1.0), while 45869 is a separate dataset bundle request. The soft-edge rejections between the example issues and the DataForge service issues are conservative and consistent with the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "b3b9a949e9f8d77070222ac37fd32260fbc11d12e471ccc9c825c74e3188bcc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is `early_initialization` producing wrong shapes and a `RuntimeError`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. I would not merge them as the same underlying bug from the available evidence.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 46439 is the better representative because it names the broader root path (`early_initialization` + linear-attention shape corruption) rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone report: it is more general, more diagnostic, and describes the concrete corruption mechanism rather than just a downstream exception.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Same broad static-cache/linear-attention area, but different observed failures (`RuntimeError` from shape corruption vs `KeyError` for Qwen3.5); not enough to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "e336edbe9e1faab0498ee7abb05e6d0c3c963c494c05ebe71f930afcc0267cd5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues appear to be the same bug report for Wav2Vec2CTCTokenizer v5 treating the word delimiter as a special token, affecting special-tokens masking and token conversion. They differ only by issue number/state, so they should be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical because it is open, has inbound references, and appears to be the active report for the same exact problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the strongest representative since it is the active open instance of the identical title/body and is more likely to collect ongoing discussion and resolution.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and same reported tokenizer bug; no meaningful difference in scope or content beyond issue metadata." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s clustering is grounded in the packet: both issues have the exact same title and identical body length, and the open issue (#46552) has inbound references while the other is closed. The soft-edge verdict is conservative and supported by the evidence, so accepting the pair is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "98e4d0399c058e384b25bc0ba7abde8ef44ec27987bfefbd245c091be2f9840d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory problem after several epochs in RT-DETR v2. They may both occur in training workflows, but they describe different failure modes and likely different fixes.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46657 is the better representative because it describes a concrete, actionable code-path failure (tensor size mismatch) rather than a broad resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the most suitable issue to anchor the cluster because it is specific and reproducible enough to guide debugging; #46692 appears to be a separate training-memory regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: shape mismatch vs OOM after epochs. Same training context is not enough to treat them as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "2223434de93d282265f34063c846bceef8420a7b3b4a34076f1a5be5835becff", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38156, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38156, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most candidate pairs are false positives caused by broad topical similarity. The only true duplicate-like pair is the two fixed_cross_entropy PRs, which make the same code-path change in the same function.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative of the only real duplicate pair because it explicitly targets issue 43240 and contains the broader, cleaner implementation of the cross-entropy kwargs fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best PR to anchor this cluster: it is the only substantive duplicate match, directly references the bug, and is more complete than the narrower variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model/docs integration vs an Executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions for MistralCommon vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method support vs Executorch export testing; unrelated code paths." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness/autoloading fixes vs new MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix vs model addition; no shared underlying bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility fix vs Mistral4 test/model refactor; different subsystems and behaviors." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 model/test changes; not the same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape export test vs MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs class config-resolution ordering fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition vs Falcon output-interface refactor; different concrete changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs a model-creation skill/documentation PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor vs Mistral4 test/model updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs CLIP-like layernorm renaming; unrelated fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 model/test work vs serve chat parsing overhaul; different feature areas." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model work vs TDT loss kernel integration; unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work vs config resolution order fix; no shared code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test/model work vs a new-model skill/documentation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs model-creation skill/documentation; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change fixed_cross_entropy in the same file to forward supported cross-entropy kwargs; they address the same bug and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted pair, pull_request:43251 and pull_request:43254, is supported by shared file/function changes and the shared issue target 43240, and the note that 43251 is the broader representative is reasonable from the diff previews. The other soft-edge rejections also look appropriately cautious and match the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "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": "fd419a13f4702db285f4e56381e23e1d930ed0ed83fced863e82d7470196b242", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they target different changes: the first adds the base VibeVoice model/docs, while the second adds VibeVoice Realtime and the acoustic tokenizer plus generation updates. They overlap on shared model files, but they do not look like the same underlying PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the original, broader VibeVoice implementation with substantial review activity and no draft status.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the foundational VibeVoice model addition; PR 42781 is a follow-on realtime extension rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: 40546 implements the base VibeVoice model, while 42781 adds VibeVoice Realtime and the acoustic tokenizer. Shared filenames indicate a related codebase, but the concrete change sets are different and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 35, + "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": "e74d22365163e1a8129d166d6fcf1c8d923116490b18c9d5c569b4f96a5c4267", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image classification support. They touch different models, different code paths, and different feature areas, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the more self-contained, narrowly scoped feature addition and is the cleaner representative of the cluster, though it is not a duplicate of PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or mergeable 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": 4, + "component_count": 35, + "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": 35, + "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": "e15fc05d04f3730e9c1d8bc2691f4d50ec74cd721e9a2a7dc5caaeda85ab68e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both perform GitHub Actions dependency upgrades in workflow files, but they target different action families and different maintenance goals, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better representative because it is a broader, more cohesive workflow-actions upgrade focused on Node 24 compatibility across many jobs.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the most suitable single representative of this cluster: it covers the widest set of workflow action-version bumps and has the clearest unifying purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but #42975 updates checkout/cache/upload-artifact for Node 24 compatibility while #42976 mainly bumps docker/build-push-action to v6 in Docker image workflows. They affect different actions and different code paths, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 35, + "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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "39017e0db7d6e40ff5a78002a54ab20942e6a9c29026e09fb140af0355ca07af", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24368, + "estimated_input_tokens": 6092, + "estimated_eval_tokens": 12440 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24368, + "estimated_input_tokens": 6092, + "estimated_eval_tokens": 12440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs are separate model-addition efforts and should not be merged as duplicates. The only strong duplicate-like pair is the Step 3.7 Flash PR and its WIP/mini-model follow-up.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46562 is the better canonical Step 3.7 Flash PR: it is the main model-addition change, while pull_request:46658 looks like a WIP/derivative variant built around the same model.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46562 is the best representative of the only true duplicate pair because it is the cleaner, more complete upstream implementation; 46658 appears to be a related WIP rather than a separate change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo) with different code paths and files; only broad Transformers scaffolding overlaps." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2); shared auto/doc wiring is not enough to make them duplicates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model families (ViT NEPA vs CTSM) despite both adding docs and auto-registration." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "ViT NEPA model addition vs distributed config infrastructure; different underlying changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model releases with different implementations and test suites; not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model additions; overlap is only at generic framework registration/docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Model-addition PR versus distributed-configuration PR; no shared concrete bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions with different model code and filenames." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model support and distributed config are different concerns; not duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM time-series model addition is unrelated to Step 3.7 Flash vision-language model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model addition vs distributed config infrastructure; different targets and code paths." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both PRs target the same Step 3.7 Flash model support; 46658 appears to be a WIP/mini-model variant of the same underlying implementation and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 35, + "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-43291-9", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579", + "pull_request:46719" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43498|pull_request:46719", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579", + "pull_request:46579|pull_request:46719", + "pull_request:43665|pull_request:46719" + ], + "prepared_review_unit_hash": "bafa0c29e9e51e177f7889b41895e8614f00c98a90596964669a76afd6b45f3b", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated small fixes across tests, docs, CI, generation config, FP8 dequantization, and sparse attention. The only commonality is that several are broad code cleanups, but they do not look like the same underlying bug or change.", + "confidence": 0.26, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46579 is the broadest code-level cleanup in the set and spans many core transformer files, so it is the closest thing to a cluster anchor, even though the cluster itself is heterogeneous.", + "best_issue_reason": null, + "best_pr_reason": "PR 46579 is the most representative standalone code change here; it touches core utilities and model code rather than being test-only, doc-only, or CI-only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different change types: Whisper tokenizer/test fix vs CLIP/ViT test assertions. Not the same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenization work is unrelated to FP8 dequantization and loading logic in different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test cleanup vs generation watermarking validation fix; no concrete code-path overlap." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is unrelated to typo cleanups across many files." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46719", + "accept": false, + "reason": "Tie-weights compatibility shim and sparse-attention layout fix address different code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-file assertions are unrelated to CI memory/device-map behavior for Phimoe integration tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Placeholder test edits do not match the concrete FP8 dequant bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-only changes are unrelated to generation config watermarking behavior." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test placeholders and typo cleanup are not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46719", + "accept": false, + "reason": "Unrelated test edits vs sparse-attention kernel/layout changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes and CI runner-memory fixes are different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bugs: FP8 quantization/dequantization vs generation watermarking config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "A shared core_model_loading filename is incidental; one is FP8 dequant logic, the other is broad typo cleanup." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation updates do not indicate the same underlying code bug as typo fixes in implementation files." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and CI runner memory/device-map handling are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Watermarking-config validation and typo cleanup are different changes with different code paths." + }, + { + "left": "pull_request:46579", + "right": "pull_request:46719", + "accept": false, + "reason": "Broad typo cleanup across code files is unrelated to the MSA attention block-index reshape 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": 8, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "15510c7f8cdd465ea901c11d318fe9b1728bf384444fe321b802dacff57ded10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: they only overlap on a Vit test file, but one is a small setup/version/bot-check change while the other is a broader workflow/test-infrastructure diff. They do not appear to fix the same concrete bug or implement the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it contains the larger, multi-file change set; #43488 is a narrow setup/version test artifact and does not align with #43532's workflow/infrastructure edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the strongest single representative here due to its broader scope and higher likelihood of being the main substantive change in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test filename is not enough: #43488 is a small setup/version/bot-check PR, while #43532 changes CI workflows, testing utilities, and related test code. They do not look like the same underlying fix or a mergeable single 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": 35, + "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": "236f61a983c238ed19efb2baee1846bf09932ce1fa4e1ec6befdc8eed6165df5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline plumbing, but they target different underlying features and model integrations, so they should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs implement different segmentation pipelines with different scopes and model backends, so neither can safely subsume the other.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader representative if one must be chosen: it covers a more general promptable visual segmentation pipeline and integrates more model/tests, making it the more central artifact in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Same broad segmentation area and shared docs/plumbing, but different concrete features: concept segmentation vs visual segmentation. They are not the same underlying change and would not plausibly be merged into one PR without losing feature distinction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "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": "8cec51eea6d7a0dc6f0dc1d38e25abd15c53c5b2b631a7e81a0cc4a89685c634", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates and should not be merged as the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete bug fix: it changes the loss-scaling path in `training_step` and adds a dedicated `_loss_is_scaled_for_ga` hook for custom trainers. That is a single, well-scoped behavioral change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative of the cluster because it fixes a specific training correctness issue in a single code path, whereas PR #43663 is a separate refactor of column-filtering behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They only share `trainer.py` and a broad Trainer subsystem. One is about gradient accumulation loss normalization, the other about signature-column extraction for data filtering; these are different code paths and not a single mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 35, + "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": "f140d3b21653f235b6c08a9bda7d2d0a9a5ee7567b84a3f1407589744845718f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI serve module but address different annotation/import issues; they are related but not duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the cleaner canonical PR: it directly fixes the pydantic/TypeAdapter import problem with a minimal, targeted change and an explicit issue link.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative of the cluster because it is the more specific and self-contained fix, while 43656 is a broader annotation/type-hint cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and same general theme, but different concrete bugs: 43656 adds future annotations and rewrites type hints, while 43842 makes TypeAdapter optional under TYPE_CHECKING to avoid requiring pydantic. They could both live in serve.py, but they are not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "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": 13, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request: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:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "617ee52682ae1abe3fe153c9cc5acbfb7ea661c093047347aefcd1db9c14fa08", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors tied to issue #43979, not true duplicates across models. The only clear duplicate-style pairs are within the GPT-Neo and GPT-J branches; the rest touch different code paths/models and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the whole cluster because most artifacts are separate model-specific refactors; if one must be chosen, #44722 is the strongest representative of the GPT-J/CodeGen duplicate branch with the broadest, most complete diff.", + "best_issue_reason": null, + "best_pr_reason": "#44722 is the best representative PR among these because it is the latest and most complete standardized output-tracing refactor for the GPT-J/CodeGen path, with an explicit issue link and substantial code coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and files (CVT/FNet vs GPT-J); same tracking issue is not enough to merge them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet refactor and DeBERTa-v2 refactor are separate model changes, not the same underlying code-path fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the GPT-J output-tracing rewrite in the same file; 44066 is a broader version that also carries the CodeGen copy, so these are plausibly one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations; these are analogous refactors, not duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths, so this is only a thematic similarity." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are different code paths and different model families." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; shared issue target is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model-specific refactors, not one concrete bug fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate output-tracing migrations in different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file, same output-tracing migration, and the later PR is a near-duplicate/refinement of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models and different forward paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors, not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different code paths with only superficial similarity." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model implementations; this is only a shared refactor theme." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are distinct models and do not fix the same concrete bug." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate output-tracing changes in different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model branches, so these are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different code paths and different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model refactors, not one fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different models; same issue label does not make them duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate output-tracing changes, not the same bug or change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models and code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model families; this is only thematic overlap." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated code paths; shared standardized-tracing theme is too broad." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model families and fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are distinct model refactors, not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different models with separate output code." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different models; no shared concrete bug." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44068", + "accept": false, + "reason": "MPNet and GPT-Neo are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated output-tracing changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 do not share the same underlying code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are different models and different fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific output-tracing changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family, same core code path, and the later PR looks like a consolidated follow-up." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 is the broader consolidated version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model branches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 fix different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are unrelated changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and suitably conservative overall. The summary sticks to the packet, and the accepted pairs are same-model/same-file refactors that plausibly merge into one bugfix PR. I don\u2019t see an overclaim that would justify rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "76011e5a80b523345e5c5701eb8a19fe5b18810361d028375fd04273e6a7c84d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84899, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to the same library-wide output-capture/tracing pattern, but they affect different models and code paths, so they are not duplicates of one another.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it explicitly targets an issue, clearly refactors a concrete model output-tracing path, and fits the shared standardized capture_outputs theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is a good cluster representative because it is explicit about the intended refactor and has the clearest linkage to a tracking issue, but it is still model-specific rather than a superset of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models and forward paths (FocalNet vs ImageGPT); same refactor theme, but not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate implementations with different output handling; these are parallel migrations, not one duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different model stacks and call sites; they share a refactor pattern, not the same bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are model-specific output-tracing updates in different subsystems, so they should not be merged as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; similarity is only at the decorator/refactor level." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both migrate output handling, but for different models and distinct implementations, so this is not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "b7c30bdda798854f8b31af036831da34297384148ba806de7142966c7963516d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40173, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of model-specific output-tracing refactors, not a single duplicate change. The PRs share a common theme (`can_return_tuple`, output capture, forward-signature cleanup), but each targets a different model/code path, so the soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the closest representative of the shared refactor theme because it updates two tightly related depth-anything variants, but there is no true canonical PR for the whole cluster since the changes are independent per model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best single representative of the cluster\u2019s theme, but only as a broad exemplar; it is not a duplicate of the others and should not subsume them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`timm_backbone` vs `upernet`); same refactor pattern, but separate code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); both are output-tracing cleanups, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`timm_backbone` vs `univnet`); only a shared helper refactor theme." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `mamba/falcon_mamba`); not one concrete bug or patch." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`timm_backbone` vs `rwkv`); same tooling theme, distinct implementation." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `univnet`); both refactor output handling, but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `upernet`); no shared code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `depth_anything`); same tracing cleanup theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`); unrelated implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); not one duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); both adjust output signatures, but separately." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); only a broad refactor similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model areas (`vision_text_dual_encoder` vs `mamba/falcon_mamba`); not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `depth_anything`); same helper usage, different code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`univnet` vs `upernet`); same output-tracing refactor family, not the same artifact." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models (`univnet` vs `mamba/falcon_mamba`); no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`univnet` vs `depth_anything`); unrelated model-specific refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`upernet` vs `rwkv`); only thematic overlap." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`upernet` vs `mamba/falcon_mamba`); no single code-path fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`mamba/falcon_mamba` vs `superpoint`); same refactor motif, not a duplicate." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`mamba/falcon_mamba` vs `codegen`); distinct implementation changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`timm_backbone` vs `codegen`); not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`univnet` vs `codegen`); shared pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models (`upernet` vs `codegen`); separate refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); not one mergeable PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); only broad output-tracing similarity." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`depth_anything` vs `superpoint`); no shared code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`depth_anything` vs `rwkv`); same refactor idea, different implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`depth_anything` vs `dpr`); not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); only thematic overlap." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `speech_encoder_decoder`); similar wrapper refactor, but not duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no concrete shared bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); separate output-signature changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); only a broad refactor match." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `rwkv`); not the same code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); distinct changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`superpoint` vs `rwkv`); same tracing theme, but not one bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`superpoint` vs `dpr`); separate refactors." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`rwkv` vs `dpr`); only high-level similarity in output handling." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "0920210b6c636db7cf6a077b92b49703d0a32009fde192ae234f1dda342129d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share some boilerplate auto-registration/docs paths, but they do not target the same code path or bug, so the soft duplicate link should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the more mature standalone implementation (non-draft, extensive review activity, full model/test/docs rollout) and is the better representative PR in this cluster; 45401 is a separate TTS addition.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the strongest standalone PR here because it is a complete model implementation with tests and documentation, while 45401 is a different model family and draft.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and different changes (PenguinVL vs Voxtral TTS); shared docs/auto-registry files are generic scaffolding, not evidence of the same underlying 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": 16, + "component_count": 35, + "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": "64a4f41566511991b4655196d533040c37360b25286b14dbca5f082f032f4bbb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related fusion-feature PRs, but they target different layers and concrete changes: one adds a generic module-fusion API, the other wires in n-to-1 kernel fusion through KernelConfig and integrations. They are not duplicates and should not be merged as one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more specific, user-facing fusion change and touches the actual integration path (KernelConfig, modeling_utils, hub_kernels), so it is the better anchor for this cluster than the lower-level Module Fusion API PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest representative because it implements a concrete end-to-end kernel-fusion workflow rather than only introducing the underlying module-fusion scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad fusion theme, but 44979 adds a generic module-fusion API while 45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. Different scope, different code paths, not 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": 35, + "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": "1f09adb7d4a821b555a461b318c775f9ffa03f9c5e11ad2f2bb86e8d208115db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete patch because it includes tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but adds test coverage and appears to be the more complete, review-ready fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative because it fixes the same concrete code path and includes validation via tests, making it the best single artifact to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; the changes are functionally aligned and could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "3bf906c0484bda575cd0670cceedd6e05e522f9d7f6809f7d2318b3af324b587", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13740, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13740, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by naming and some shared auto/docs plumbing, but they cover distinct changes: a NemotronH refactor, a NemotronH dense/sparse split, Nemotron ASR streaming, and Nemotron 3.5 ASR streaming. I do not see a true duplicate pair among them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46565 is the broadest ASR-related change in the set, but it is still not a duplicate of the others; the PRs target different model families and code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both mention NemotronH and touch auto/model files, but one is a GraniteMoeHybrid refactor while the other splits NemotronH into dense/sparse variants; different underlying changes." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Shared docs/auto filenames are only broad infrastructure overlap; one is NemotronH architecture work and the other is Nemotron 3.5 ASR streaming, so they are not the same fix/change." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-related, but they target different model generations (Nemotron ASR vs Nemotron 3.5 ASR) and likely different implementation paths; too distinct to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 35, + "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": "06abcbaa82c310ebd7a8591ddfedce1c7067e8726388ac8c2b2aba97e117f8de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs for heterogeneous-model support, but they cover different layers of the stack: one adds per-layer config plumbing, the other adds model/cache/runtime handling. Related, but not the same duplicate change set.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the more foundational, self-contained change: it introduces per-layer configuration support that the model/runtime work builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the best single representative because it defines the config mechanism that the broader heterogeneous modeling support depends on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Not a duplicate pair: #45332 is the broader modeling/cache/runtime implementation, while #45333 is specifically per-layer config support. They are related parts of one feature, but not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "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": "508ed381e616c552b3acda30ef9142c82f3cb3b99aacd5afc29490cdbd6dccc3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different scopes: #45415 is a broad repo-wide type-checking pass, while #45425 adds/adjusts typing protocols and helpers for specific modeling code paths. They are not the same underlying change.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused, self-contained typing-infrastructure change; #45415 is a wider type-checking sweep across many files.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative of this cluster because it is a concrete code-typing change rather than a broad lint/type-check cleanup across the tree.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not treat as duplicates: #45415 is a broad type-checking cleanup, while #45425 introduces specific typing protocols/aliases for modeling_utils and related integrations. They share a typing theme and some files, but not the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "9543f9a07d26c812207a6437b3d5760d5097ee27d79bd518c0d62ca0758326ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate cache-related bugfix PRs for different model families and different code paths: Qwen3.5/Qwen3-next/Olmo hybrid linear attention cached forward vs Mamba2 `use_cache` with multi-token sequences. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the tighter, more self-contained fix: it targets one concrete Mamba2 `use_cache` bug, has an explicit linked issue, and the diff is focused on a single model path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative of the cluster because it is narrowly scoped and clearly tied to a specific reported bug, whereas PR #45513 spans multiple model files and a broader attention/cache fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both mention cached forward/use_cache problems, but they fix different architectures and implementations: Qwen3.5/Qwen3-next/Olmo hybrid linear attention vs Mamba2 CUDA kernel cache handling. The underlying bugs and code paths are not the same." + } + ] + }, + "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": 35, + "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": "651e49646d73d0b95d209750a210222fc2747349870148eee7da814c2bdd3bc9", + "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 distinct EP-related pull requests: one fixes serialization/loading of `distributed_config` for EP + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten during EP + FSDP2 loading. They overlap in `modeling_utils.py` but address different failure modes and code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a concrete loading bug with broader code impact, touches the actual load path (`core_model_loading.py`) plus EP integrations, and has a clear failure mode: experts being overwritten by rank-0 broadcast.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative item for this cluster since it addresses a specific, user-visible EP loading corruption bug with explicit code-path changes. PR 45548 is related only by general EP support and a shared utility file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about expert parallelism, but they fix different bugs: 45548 preserves `distributed_config` and exposes `has_ep` for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents expert parameters from being overwritten during FSDP2 loading. Shared subsystem and one shared file 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": 23, + "component_count": 35, + "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": "7d55f21ffae0c47d7174bd77674c0d46d9c60ad8ebbe93ec51d889f8daf3db96", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging problem in transformers testing utilities, and PR 45645 appears to be the fuller version of the same fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling plus the CI workflow update needed to preserve and aggregate the logs; PR 45639 is a narrower subset of that change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster: it fixes the collision in the code path and also updates the CI consumer of those artifacts, making it the more complete end-to-end change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: xdist-safe captured_info logging for patched testing methods. They share the issue target and overlapping files, and 45645 extends the same fix with workflow changes, so they could plausibly be combined 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": 24, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "00495f84fa11b4debd02de76e5e0df2f926f6677dc2d0e3c32f2c35ec7c4ab5f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate linter-related PRs that overlap in some model files but address different code paths and different rules: TRF003 changes forward signatures/return_dict handling, while TRF018 changes weight initialization patterns.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR for duplication: 45720 and 46259 target different lint rules and different fixes, despite both touching modeling files.", + "best_issue_reason": null, + "best_pr_reason": "45720 is the cleaner, more focused representative of the cluster\u2019s linter/modeling theme, but it is still not a duplicate of 46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Overlapping model files and linter framing are too broad to imply duplication. 45720 fixes TRF003 return_dict/can_return_tuple behavior; 46259 fixes TRF018 initialization logic. Different underlying problems, so do not merge." + } + ] + }, + "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": 35, + "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": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "962397388567221e3a006bfb570a904dab9089cfce78dcc8c7b825ddfaf814ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5199, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5199, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar: both touch testing/CI, but 45932 is a model/CI change for grafana/OTEL and model config tweaks, while 46100 is a test-migration PR adding kernel tests and workflow tuning. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the more substantive product-facing change, but it is not a duplicate of 46100; 46100 is primarily a test migration and workflow adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Do not merge as duplicates: the overlap is only broad testing/CI activity. 45932 changes CI secrets and model code/config, while 46100 adds new kernel/model tests and tweaks an anti-slop workflow. They do not target the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "b1ff6c39552291d21e0e8091947e810d0dd8cb028415309fb744a6f6675f0c57", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests overlap in distributed/MoE files, but they are not the same change: one is a focused EP + Trainer integration, while the other is a broad distributed branch base touching many unrelated areas. The shared filenames alone are not enough to merge them as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a specific feature goal and a narrower change set centered on EP/Trainer integration, whereas #46269 is a broad base branch with many unrelated distributed updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best single PR to represent the cluster since it describes a concrete, coherent code-path change rather than a general integration/base branch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Not the same underlying change: #46126 is an EP + Trainer integration PR, while #46269 is a broad distributed branch base spanning FSDP, tensor parallel, MoE, CI, and other files. Shared distributed filenames do not make them mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "7a378b5bf4fc127f050791a4939b59321ebbe5c7f18d59fd7d4efc4adb8cab30", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25925, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow chore PRs that only share broad security/CI themes. The only plausible duplicate-like pair is the two pr-ci-security-gate workflow hardening PRs; the rest touch different workflows or different changes to the same workflow file.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central change in the only closely related set: it adds the actual security-check logic for `pr-ci-security-gate.yml`, making it the best representative PR here.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone representative because it addresses the concrete security-gate workflow behavior directly, whereas the other PRs are either orthogonal workflow edits or narrower follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior: stdin handling for self-comment CI vs security gating in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment CI message piping, the other hardens a PR security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and purposes; self-comment CI update is unrelated to a reusable-workflow comment change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared underlying bug/change: self-comment CI input handling vs secrets handling in a PR security workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different CI workflows and different logic; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark workflow trigger changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and distinct changes; no same underlying bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner security tweaks do not match assign-reviewers checkout changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow areas: SSH runner hardening vs PR security gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No overlap beyond general CI hardening; these are separate workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission cleanup and benchmark trigger changes are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different behavior; not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop vs build-ci-docker-images are separate workflow edits with no common code path." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "These touch different CI workflows and different problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark dispatch logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow purposes; no evidence of the same underlying bug/change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers workflow change is unrelated to PR security gate hardening." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow trigger expansion and build-ci-docker-images message handling are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior; not mergeable as one fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-tag detection in one workflow is unrelated to PR security gate checks in another." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared concrete change; one updates docker-image CI, the other a security gate workflow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": true, + "reason": "Both modify `pr-ci-security-gate.yml` and harden the same PR security-gating path; they look like compatible parts of one workflow-security update." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One adds security checks; the other only adds explanatory comments around a reusable workflow call." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are security-oriented, but one changes the reusable-workflow call's secrets handling while the other changes gate logic; not the same concrete fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating changes are not the same change as adding safety comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security hardening steps in the same file, but not the same underlying bug or change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification versus actual secrets behavior change; not duplicates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Completely different workflows and concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci docker-image workflow change is unrelated to PR security-gate secrets handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "4c70632f6f413ceb07336f153647c5e90bc8005dc4a348ef00f7656b97a68cee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests both replace direct file-open source inspection with a safer source-reading mechanism, but they target different code paths and different bugs: one in import-utils/package traversal, the other in attention-implementation detection. They are related in theme, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the cleaner representative of the cluster theme: it has a clearly scoped behavioral change in one code path, includes tests, and the title matches the concrete fix more directly than the more infrastructure-oriented 46152.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the better standalone PR because it addresses a specific runtime decision point in modeling_utils with explicit test coverage, making it easier to review and merge independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both PRs concern safer source inspection, but they modify different modules and solve different problems: 46152 is about resolving package traversables in import_utils, while 46207 changes _can_set_attn_implementation in modeling_utils. They do not look like the same underlying bug or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "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-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "14f8bebe718c52ad6b6da4ebb0ff2ee4474aede9760faa632185a201334ca07c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5699, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add SDPA dispatch support, but they target different model families and distinct code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broader representative of the cluster theme: it spans multiple wav2vec2/audio-related model implementations and includes the larger implementation surface.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest standalone representative because it covers a wider set of affected audio models and is more comprehensive than the T5-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Same high-level feature request, but different model families (T5 vs wav2vec2/audio) and different underlying attention implementations; they would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 35, + "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-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "9daee22c2e8b16383629171d278fc40d2d5abb9d76ca64f2f18616a26aae416c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the sliding-window right boundary (`-dist <= right_window_size`), with 46546 expanding the same fix to Gemma4 and adding tests.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "46546 is the more complete representative: it includes the same Moonshine streaming boundary fix, adds tests, and also covers the analogous Gemma4 path.", + "best_issue_reason": null, + "best_pr_reason": "46546 is the best overall PR for this cluster because it addresses the target bug in Moonshine streaming and includes validation coverage; 46310 is a narrower subset of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one boundary bug in Moonshine streaming's right window mask; the code change is identical in the shared function, and 46546 is a broader superset rather than a different 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": 33, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "23f1b3860ef2b8bf3aa0236fea1bbf834b4548a31d61a45017a1ccf95a383f86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are about different features: one adds multimodal support to continuous batching internals, while the other adds the HunYuan VL model with docs, tests, and auto-mapping changes. They do not look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46417 is the better canonical representative because it is a complete, self-contained model integration with docs/tests and a clear scope, whereas #46376 is a draft infrastructural feature change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the strongest representative of the cluster: it is non-draft, substantially complete, and has a coherent standalone deliverable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different domains and code paths: continuous batching multimodal support vs. adding a specific HunYuan VL model package. No shared files, targets, or concrete overlapping bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "a7690345d8b58f6ab8c064b8d76b15bb6f8612f287debd202cf209e6ac0d7056", + "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": "These are two unrelated PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek checkpoint-to-tokenizer class selection in AutoTokenizer. The cluster similarity is superficial (both touch tokenizer code) but they do not describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a true representative of the cluster because the changes address different code paths and different model families; neither subsumes the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Reject: different underlying problems and fix scopes. PR 46574 changes CodeLlama decoder setup to preserve leading spaces on decode, while PR 46580 adds checkpoint-prefix overrides so DeepSeek models load the correct tokenizer class. They are not the same bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "62da8a7947528583312a5d98beae0e298cf3ad8f769750d8b3b246e96037f367", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Mistral PRs overlap heavily in files, but they target different changes: one refactors/moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They are related but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader, more behavior-changing Mistral work and is the better representative of the cluster; it introduces actual tokenizer detection/conversion/save functionality rather than only relocating code.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the strongest standalone candidate because it addresses a concrete tokenizer feature gap and covers the main user-facing change in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: #46603 is a code organization refactor moving MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They touch the same subsystem and files, but not the same underlying bug/change or mergeable code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/manifest.json b/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7bf8fc8ae3055222024e237545b352036d6b42f9 --- /dev/null +++ b/snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260618t060045z", + "artifacts": { + "hybrid": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-18T06:05:13Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260618T060045Z", + "variant": "hybrid" +} diff --git a/snapshots/20260618T060045Z/manifest.json b/snapshots/20260618T060045Z/manifest.json index fa32c07f73c60480e2ce6be87c4945bc74a4b39a..0db1f6fb69a590afd15f1d7b070b21a5ccbd4f63 100644 --- a/snapshots/20260618T060045Z/manifest.json +++ b/snapshots/20260618T060045Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 296 }, "extracted_at": "2026-06-18T06:00:45Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260618t060045z", + "runs": { + "hybrid-model-20260618t060045z": { + "analysis_id": "hybrid-model-20260618t060045z", + "artifacts": { + "hybrid": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260618T060045Z/analysis-runs/hybrid-model-20260618t060045z/manifest.json", + "model": null, + "published_at": "2026-06-18T06:05:13Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260618T060045Z", "watermark": {