diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1781002beeae1eedc1c8058590f49a24c0386610..47c50ce7ca40c067dab16f6a4a75d7446d6d4a29 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": "20260605T180026Z", - "generated_at": "2026-06-05T18:11:20Z", + "snapshot_id": "20260606T000047Z", + "generated_at": "2026-06-06T00:04:15Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,364 @@ } ] }, + { + "cluster_id": "cluster-45363-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46339, + "issue_numbers": [], + "pr_numbers": [ + 45363, + 45666, + 46339 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45363, + "right_pr_number": 45666, + "code_similarity": 0.392, + "size_similarity": 0.298, + "file_overlap": 0.571, + "area_overlap": 0.329, + "patch_similarity": 0.306, + "shared_filenames": [ + "fused_qwen_example.py", + "src/transformers/integrations/__init__.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "fused_qwen_example.py", + "left_ranges": [ + [ + 1, + 30 + ] + ], + "right_ranges": [ + [ + 1, + 49 + ] + ] + }, + { + "filename": "src/transformers/integrations/__init__.py", + "left_ranges": [ + [ + 67, + 81 + ], + [ + 226, + 240 + ] + ], + "right_ranges": [ + [ + 67, + 73 + ], + [ + 222, + 228 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ] + } + ] + }, + { + "left_pr_number": 45363, + "right_pr_number": 46339, + "code_similarity": 0.506, + "size_similarity": 0.925, + "file_overlap": 0.286, + "area_overlap": 0.545, + "patch_similarity": 0.297, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 14, + 52 + ], + [ + 285, + 294 + ], + [ + 521, + 685 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4256 + ], + [ + 4650, + 4663 + ] + ] + } + ] + }, + { + "left_pr_number": 45666, + "right_pr_number": 46339, + "code_similarity": 0.399, + "size_similarity": 0.322, + "file_overlap": 0.667, + "area_overlap": 0.247, + "patch_similarity": 0.318, + "shared_filenames": [ + "src/transformers/core_model_loading.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py", + "tests/kernels/test_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ], + "right_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ], + "right_ranges": [ + [ + 14, + 52 + ], + [ + 285, + 294 + ], + [ + 521, + 685 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4256 + ], + [ + 4650, + 4663 + ] + ] + }, + { + "filename": "tests/kernels/test_kernels.py", + "left_ranges": [ + [ + 19, + 54 + ], + [ + 228, + 281 + ], + [ + 294, + 317 + ], + [ + 605, + 995 + ] + ], + "right_ranges": [ + [ + 21, + 28 + ], + [ + 33, + 39 + ], + [ + 90, + 103 + ], + [ + 217, + 323 + ], + [ + 336, + 359 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1615,173 +1973,31 @@ ] }, { - "cluster_id": "cluster-45666-2", + "cluster_id": "cluster-44002-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46339, + "canonical_pr_number": 44002, "issue_numbers": [], "pr_numbers": [ - 45666, - 46339 + 44002, + 44029 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 45666, - "right_pr_number": 46339, - "code_similarity": 0.399, - "size_similarity": 0.322, - "file_overlap": 0.667, - "area_overlap": 0.247, - "patch_similarity": 0.318, - "shared_filenames": [ - "src/transformers/core_model_loading.py", - "src/transformers/integrations/hub_kernels.py", - "src/transformers/modeling_utils.py", - "tests/kernels/test_kernels.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/core_model_loading.py", - "left_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ], - "right_ranges": [ - [ - 19, - 25 - ], - [ - 80, - 86 - ] - ] - }, - { - "filename": "src/transformers/integrations/hub_kernels.py", - "left_ranges": [ - [ - 11, - 53 - ], - [ - 286, - 295 - ], - [ - 521, - 1077 - ] - ], - "right_ranges": [ - [ - 14, - 52 - ], - [ - 285, - 294 - ], - [ - 521, - 685 - ] - ] - }, - { - "filename": "src/transformers/modeling_utils.py", - "left_ranges": [ - [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 - ] - ], - "right_ranges": [ - [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], - [ - 4245, - 4256 - ], - [ - 4650, - 4663 - ] - ] - }, - { - "filename": "tests/kernels/test_kernels.py", - "left_ranges": [ - [ - 19, - 54 - ], - [ - 228, - 281 - ], - [ - 294, - 317 - ], - [ - 605, - 995 - ] - ], - "right_ranges": [ - [ - 21, - 28 - ], - [ - 33, - 39 - ], - [ - 90, - 103 - ], - [ - 217, - 323 - ], - [ - 336, - 359 - ] - ] - } - ] + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -2116,6 +2332,15 @@ "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-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2134,6 +2359,16 @@ "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-45363-3", + "canonical_pr_number": 46339, + "duplicate_pr_numbers": [ + 45363, + 45666 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2151,15 +2386,6 @@ ], "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-45666-2", - "canonical_pr_number": 46339, - "duplicate_pr_numbers": [ - 45666 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45666-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 9f1bc3651e13c60841b4b990ecfe822e22026c8f..abdd78a9ee499cd5219ceecc2036c2e631f88352 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": "20260605T180026Z", - "generated_at": "2026-06-05T18:11:20Z", + "snapshot_id": "20260606T000047Z", + "generated_at": "2026-06-06T00:04:15Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -524,8 +524,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -916,8 +916,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -1251,8 +1251,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -1572,8 +1572,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -1894,8 +1894,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -2215,8 +2215,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -2558,8 +2558,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -2867,8 +2867,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -3214,8 +3214,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -3535,8 +3535,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -3842,8 +3842,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -4154,8 +4154,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -4460,8 +4460,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -4753,8 +4753,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5062,8 +5062,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5367,8 +5367,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5668,8 +5668,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -5965,8 +5965,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -6276,8 +6276,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -6567,8 +6567,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -6866,8 +6866,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -7199,8 +7199,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -7524,8 +7524,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -7808,8 +7808,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -8119,8 +8119,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -8424,8 +8424,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -8753,8 +8753,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -9065,8 +9065,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -9398,8 +9398,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -9696,8 +9696,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -9979,8 +9979,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -10277,8 +10277,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -10567,8 +10567,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -10865,8 +10865,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -11170,8 +11170,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -11467,8 +11467,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -11786,8 +11786,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -12091,8 +12091,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -12395,8 +12395,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -12717,8 +12717,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -13049,8 +13049,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -13356,8 +13356,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -13661,8 +13661,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -13972,8 +13972,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -14279,8 +14279,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -14584,8 +14584,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -14924,8 +14924,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -15245,8 +15245,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -15571,8 +15571,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -15904,8 +15904,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -16237,8 +16237,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -16643,8 +16643,8 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ @@ -17012,8 +17012,8 @@ "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": [ @@ -17090,8 +17090,8 @@ "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": [ @@ -17161,8 +17161,8 @@ "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": [ @@ -17224,8 +17224,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26413-2", "nodes": [ @@ -17287,8 +17287,8 @@ "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": [ @@ -17520,8 +17520,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17842,8 +17842,8 @@ "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": [ @@ -17905,8 +17905,8 @@ "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": [ @@ -17968,8 +17968,8 @@ "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": [ @@ -18031,8 +18031,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18094,8 +18094,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18197,8 +18197,8 @@ "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": [ @@ -18319,8 +18319,8 @@ "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": [ @@ -18439,8 +18439,8 @@ "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": [ @@ -18502,8 +18502,8 @@ "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": [ @@ -18565,8 +18565,8 @@ "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": [ @@ -18628,8 +18628,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18691,8 +18691,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18809,8 +18809,8 @@ "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": [ @@ -18916,12 +18916,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "327b0e7c28b236270ae23f60ff7a574975905568302999540eee4b506fad9b7b", + "prepared_review_unit_hash": "04c3e08f41789b02c61f5d1306b57d3d47fd70964dacb100f19b8e7f2671076a", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38083, + "serialized_chars": 38084, "estimated_input_tokens": 9521, "estimated_eval_tokens": 19298 }, @@ -18929,7 +18929,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38083, + "serialized_chars": 38084, "estimated_input_tokens": 9521, "estimated_eval_tokens": 19298 }, @@ -18938,132 +18938,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated pull requests across different models, docs, and utilities. The only clear duplicate-like pair is the two `fixed_cross_entropy` changes, which address the same loss helper in the same code path.", - "confidence": 0.9, + "summary": "This cluster is mostly a set of unrelated open pull requests across model additions, docs, tests, and refactors. The only clear duplicate/same-change pair is the two `fixed_cross_entropy` PRs, which both extend `nn.functional.cross_entropy` support in the same helper and target the same issue.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative of the only true duplicate pair: it is directly tied to issue 43240, changes the same `fixed_cross_entropy` helper, and reads like the more complete fix for passing through `cross_entropy` kwargs.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair because it has the explicit issue link (`#43240`) and describes the concrete fix more clearly, while 43254 is essentially the same code change with a different framing.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone candidate overall because it has the explicit issue target, a focused fix, and the clearest linkage to the underlying bug.", + "best_pr_reason": "PR 43251 is the strongest representative overall for the only true duplicate cluster in this set: it is the most specific, issue-linked, and directly matches the shared `loss_utils.py` change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different domains and code paths: VideoPrism model addition vs ExecuTorch dynamic-shape export test." + "reason": "Unrelated PRs: one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test. They do not fix the same bug or implement the same change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated tokenizer utility fix vs new MobileLLM model implementation." + "reason": "Different tokenization helper work vs adding a new model. Same broad area of model support is not enough to treat these as duplicates." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method addition and ExecuTorch export testing are not the same underlying change." + "reason": "Tokenizer method additions and an ExecuTorch export test are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and MobileLLM model addition are different features." + "reason": "Both involve processor/model infrastructure, but they address different models and different problems; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix is unrelated to adding a new model." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to adding `facebook/MobileLLM-125M`." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The loss helper fix and Mistral4 test/model changes are unrelated code paths." + "reason": "Different fixes: cross-entropy kwargs support versus Mistral4 test/model integration work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export testing and Mistral4 test/model work do not fix the same bug." + "reason": "An export test for dynamic shapes and Mistral4 test fixes are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different concerns: dynamic export test vs new MobileLLM model." + "reason": "ExecuTorch exportability test vs model addition; no shared concrete bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and `cls.config` resolution ordering are unrelated." + "reason": "Model implementation addition and a config-resolution ordering fix are different code paths and different bugs." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output collection refactor are separate changes." + "reason": "New MobileLLM model vs Falcon output-collection refactor; not the same change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill docs are unrelated." + "reason": "Falcon refactor and model-creation skill files are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output refactor and Mistral4 test fixes do not share the same concrete bug." + "reason": "Falcon standardized output interface refactor and Mistral4 test fixes are not the same concrete problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs `layrnorm` typo normalization is a broad subsystem overlap only, not the same fix." + "reason": "Mistral4 test/model work and `layrnorm` renaming across CLIP-like models are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and serve chat parsing updates are unrelated." + "reason": "Mistral4 test fixes and chat parsing/serve updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and adding a TDT loss kernel are different changes." + "reason": "Mistral4 test fixes and a new TDT loss kernel are different features/fixes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model work and config resolution ordering are not the same underlying issue." + "reason": "A Mistral4 test PR and a class config-resolution fix address different issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model tests and the new-model skill documentation are not mergeable as one duplicate PR." + "reason": "Shared `modeling_auto.py` touch is incidental; one is Mistral4 tests and the other is a model-creation skill, so they are not duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A model implementation PR and a repository skill/documentation PR are unrelated." + "reason": "MobileLLM model addition and the model-creation skill are clearly separate changes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` in the same file to support passing `cross_entropy` kwargs for the same issue 43240; they are alternative fixes for the same code-path bug." + "reason": "Both PRs modify `fixed_cross_entropy` in `loss_utils.py` to forward supported `cross_entropy` kwargs; they address the same concrete code-path and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is clearly mergeable into one PR for the same bugfix: both change `src/transformers/loss/loss_utils.py`, both target issue 43240, and both extend `fixed_cross_entropy` to forward supported `cross_entropy` kwargs. The other soft-edge rejections are also cautious and consistent with the file lists and titles." + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by the shared `src/transformers/loss/loss_utils.py` change and the common issue target `43240`, so treating them as mergeable duplicates is reasonable. The other pairwise rejections also appear appropriately cautious and not overstated." }, "evaluator_used": true, "retried": false, @@ -19092,7 +19092,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "10ac43826f39335e5faa28af853569cd4912fe54304608461c5cfd944844ba39", + "prepared_review_unit_hash": "6898d33e8b55b572190ca85e56a7c3d1ef3bafde7e1d459b5fede8a730f95df2", "component_budget": { "node_count": 3, "item_count": 3, @@ -19114,24 +19114,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains three distinct pull requests, not duplicate changes: an initial VibeVoice implementation, a later VibeVoice Realtime add-on, and an unrelated Parakeet-RNNT integration. Both soft edges should be rejected.", + "summary": "All three PRs are related only by shared Transformers boilerplate and auto-registration edits, but they implement different model features: VibeVoice core support, VibeVoice Realtime, and Parakeet-RNNT. None are duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the most central representative: it introduces the core VibeVoice implementation and integration surface, while 42781 is a separate realtime extension and 46331 targets a different model family.", + "canonical_pr_reason": "PR 40546 is the best representative of the VibeVoice core implementation: it is the original, broad PR for that model family and has the most complete initial integration. It is not a canonical representative for the other PRs, which target different features/models.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best standalone representative for the cluster because it is the original full VibeVoice implementation with the broadest scope and clearest subject matter.", + "best_pr_reason": "PR 40546 is the strongest single PR in the set as a reference point because it is the main VibeVoice implementation with substantial model, auto, and docs changes. The other two PRs are separate feature additions and should not be collapsed into it.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related topic, but not the same underlying change: 40546 implements core VibeVoice, while 42781 adds VibeVoice Realtime with acoustic-tokenizer and generation changes. They overlap in files but are not mergeable as one duplicate PR." + "reason": "Same model family and overlapping auto/docs files, but different underlying change: 40546 adds VibeVoice core support while 42781 adds VibeVoice Realtime with additional acoustic-tokenizer/realtime-specific code. They would not plausibly merge as one duplicate PR." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model families and different concrete changes. The shared auto-mapping files are generic integration plumbing, not evidence of the same bug or feature." + "reason": "Different underlying models and features: VibeVoice Realtime versus Parakeet-RNNT. Shared auto files are broad integration boilerplate, not evidence of the same bug or change." } ] }, @@ -19161,7 +19161,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "2d0021d37b7bf37e5e5cb7f94d5da50cb24b8b64f5891e4039a6e94d69f7d407", + "prepared_review_unit_hash": "62cf5325b53cd0e9ba76d65c47877778926cfeb995029bb749b322aa52ecf8a9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19183,18 +19183,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying bug or change.", - "confidence": 0.99, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. The soft similarity is too broad to treat as a duplicate change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different models, and different user-facing features, so there is no duplicate anchor in this cluster.", + "canonical_pr_reason": "No duplicate PR cluster here. The changes target different code paths and models; if a representative PR is needed, 41224 is the stronger anchor because it has more review activity and a focused, self-contained implementation.", "best_issue_reason": null, - "best_pr_reason": "No global best PR: neither PR is a duplicate of the other, and each addresses a separate feature area with no meaningful mergeable overlap.", + "best_pr_reason": "41224 is the better representative only as a cluster anchor: it is more mature/reviewed and its scope is clearly defined. It is not a duplicate of 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and different changesets: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same underlying change and should not be merged as duplicates." + "reason": "Reject: these are different feature PRs for different model architectures and tasks. 40755 adds TimesFM forecasting with covariates; 41224 adds DINOv3 image-classification support. They do not appear to fix the same code-path problem or be mergeable into one PR." } ] }, @@ -19289,7 +19289,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b50793534bd4dea6da266cde310c14ef12e916d865e74c016ef03637d4db9955", + "prepared_review_unit_hash": "50fa02557cefcf300f37157562bb65747932babfa5869b5f1a2b7f1f04b129d3", "component_budget": { "node_count": 3, "item_count": 3, @@ -19311,24 +19311,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs that only overlap on the standard Transformers boilerplate. The shared files and \"soft_similarity\" signals are not enough to make them duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share the same Transformers integration scaffolding, but the actual model code, docs, and tests are for different underlying models, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 41797 adds DeepSeek OCR, 45186 adds Isaac, and 45630 adds Kimi2-6; they target different models and code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45630 is the strongest representative of the group: it has the most review activity and a broad, well-scoped model integration across auto mappings and model files.", + "best_pr_reason": "PR 45630 is the broadest and most developed of the three, with the highest review activity and a full model integration, but it still represents a distinct model addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). The overlap is only in shared Transformers scaffolding, not the same underlying bug or change." + "reason": "Different models and code paths: DeepSeek OCR vs Isaac. Shared auto-registration/docs are generic scaffolding, not evidence of the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6). Shared docs/auto-registration files are generic boilerplate, not evidence of one mergeable fix." + "reason": "Different model additions: Isaac vs Kimi2-6. Overlap is only in standard model-registration and documentation files, so they should not be merged as duplicates." } ] }, @@ -19358,7 +19358,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "3d1f6d0fe6fa77a556b6d6f8155a4843dffb6ea33ac1f2f872635f86e0280831", + "prepared_review_unit_hash": "a99cb5e89740290cf8b644b3851e976039247395861d59c001155ecdf8107eaa", "component_budget": { "node_count": 2, "item_count": 2, @@ -19380,18 +19380,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both modernize GitHub Actions in workflow files, but they target different dependency families and different underlying maintenance issues. They are related thematically, not duplicates.", - "confidence": 0.92, + "summary": "These are related CI-maintenance PRs, but they target different action upgrades and should not be merged as duplicates. PR 42975 is a broad Node 24 compatibility update for core GitHub Actions, while PR 42976 narrowly bumps docker/build-push-action and a few workflow action versions to latest.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more explicit GitHub Actions compatibility upgrade and covers the main workflow-action version migrations in the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the broader representative of the cluster\u2019s theme because it upgrades multiple core workflow actions for Node 24 compatibility across many workflows. It is still not a duplicate of 42976, which focuses on docker/build-push-action upgrades and a different workflow subset.", + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the clearest stated goal, the widest workflow impact, and the most central maintenance theme.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: although both are workflow-action maintenance PRs, 42975 is about GitHub Actions runtime/version compatibility (checkout/cache/upload-artifact), while 42976 primarily upgrades docker/build-push-action and related workflow action versions. They do not fix the same concrete code-path problem and would not plausibly be merged as one PR." + "reason": "Both are workflow-action version bumps, but they change different dependencies and different concrete paths: 42975 is about Node 24-compatible core actions (checkout/cache/upload-artifact, etc.), while 42976 is a separate docker/build-push-action v6 update plus a few other latest-version bumps. They are related maintenance, not the same underlying change." } ] }, @@ -19428,7 +19428,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "ec5d7773f7acf6fc5179e57c0fd0c94771f81bc68e444db0a7b8a150f0b38aed", + "prepared_review_unit_hash": "b95a6ad298fa4b9f98b66da9d46e6fd79717e87d662a08a5dac91ce57c514e12", "component_budget": { "node_count": 4, "item_count": 4, @@ -19450,48 +19450,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are new model additions for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). They share some registration/docs boilerplate, but they do not fix the same concrete code-path problem, so none should be deduplicated against another.", - "confidence": 0.96, + "summary": "These are four distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share framework boilerplate and auto-registration files, but they do not describe the same underlying change or code path, so none should be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a duplicate canonical for this cluster; if one must be chosen as a representative, Molmo2 is the most substantial and complete addition, but it is still a distinct model from the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43451 (Molmo2) is the strongest representative on breadth and completeness, with the highest review activity and the most extensive model/processor coverage, but it is not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared auto/doc updates are generic model-integration boilerplate, not the same underlying change or bug fix." + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared docs/auto-registration boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct architectures and code paths. Overlap is limited to common registration/docs files, so they are not mergeable as one PR." + "reason": "Different model integrations: ViT NEPA vs Molmo2. They touch overlapping registry files, but the concrete model code and purpose are unrelated." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA is a vision model add-on, while CTSM is a time-series model add-on. They touch unrelated modeling code and do not address the same change." + "reason": "Different model integrations: ViT NEPA vs CTSM. No shared bug or mergeable single code-path fix." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming but still separate model implementations with different files and functionality; this is not the same concrete fix/change." + "reason": "Molmo and Molmo2 are separate model families with different configs, processors, and modeling files; this is not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions. Shared files are just integration points, which is insufficient for duplicate PR merging." + "reason": "Molmo vs CTSM are unrelated model additions. Shared auto/modeling plumbing is broad framework work, not a duplicate concrete fix." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM solve different model-support tasks in different subsystems, with no shared bug or code-path target beyond generic auto/registry updates." + "reason": "Molmo2 and CTSM are different model integrations with distinct code paths and tests; not mergeable as one PR." } ] }, @@ -19528,7 +19528,7 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "efe380863eed3728627fb670d4657896a91793b2599323477e780ddff2c3f47c", + "prepared_review_unit_hash": "b9cb702467988b62b219a3eaa373f89e5cb8af0601eac09ef4a1529b202e225e", "component_budget": { "node_count": 4, "item_count": 4, @@ -19550,48 +19550,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No strong duplicate cluster here: the four PRs target different bugs or even look like unrelated test noise. I would not merge any soft-edge pair.", - "confidence": 0.93, + "summary": "These PRs appear to be unrelated fixes across different subsystems; the soft-similarity links are title/shape noise rather than the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43291 is the clearest single bugfix: it fixes Whisper decode behavior in one concrete code path and has a focused scope.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster here: 43291 is a Whisper tokenization/test fix, 43665 is test-only noise, 44815 is an FP8 dequant/model-loading fix, and 46380 is a generation/watermarking validation fix. None are the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 43291 is the best representative of a real, narrowly scoped defect fix. The others are either unrelated, much broader, or appear to be test-placeholder noise.", + "best_pr_reason": "PR 46380 is the strongest standalone PR to represent as a substantive, coherent fix because it patches actual generation validation behavior and includes a focused code-path correction. The others are either unrelated or test-centric.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Not the same underlying change: 43291 fixes Whisper decoding, while 43665 is just test-file edits with bogus assertions and no concrete bugfix path." + "reason": "Different targets and bugs: Whisper tokenization/timestamp decoding vs. unrelated CLIP/ViT test edits; shared wording is not enough." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different bugs and code paths: Whisper tokenization/decoding versus FP8 dequantization and model loading." + "reason": "Whisper decoding fix and FP8 dequant/model-loading fix are different code paths and failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "43291 is a Whisper tokenizer decode fix; 46380 is about generation config/watermarking validation and broader generation/model changes, not the same defect." + "reason": "Whisper tokenization/modeling changes are unrelated to generation-config watermarking validation." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 looks like placeholder test breakage, not a real fix; 44815 is a real FP8 dequant fix. No shared underlying bug." + "reason": "Test-only CLIP/ViT edits do not match a concrete FP8 dequantization bug fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "43665 is nonsensical test-only noise, while 46380 is a substantive generation-validation change. Not duplicates." + "reason": "Unrelated: dummy test modifications versus generation/watermarking logic." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both are broad PRs but they fix different concrete problems: FP8 dequant/padding versus generation watermarking validation and related model updates." + "reason": "FP8 quantization/dequantization plumbing is not the same underlying bug as generation config validation and Whisper-related changes." } ] }, @@ -19621,12 +19621,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "13184443d3d1bdfe1f1e9568bb5fe84c5be14a0ca6e6fdfe0bcd33ed503d5789", + "prepared_review_unit_hash": "694f54c5aac68773fa7703bee49c59d6549179c56494ec4b487d742fbf52cd0f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19634,7 +19634,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19643,18 +19643,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated non-merge PRs with only an incidental overlap in a Vit test file. One is a setup/versioning repo-bot check, the other is a workflow/CI diff demo touching multiple automation files.", - "confidence": 0.97, + "summary": "These are both non-production \"don't merge\" bot-test PRs, but they target different behaviors and code paths. The shared Vit test file is incidental; they are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43488 is the more self-contained and clearly scoped artifact; its change is centered on setup/versioning and a small test tweak, making it the cleaner representative of the cluster.", + "canonical_pr_reason": "PR 43488 is the cleaner representative of the cluster: it is narrower and more self-contained, centered on setup/version/dependency changes plus a targeted test tweak. PR 43532 is broader and mixes workflow, utility, and notification changes.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43488 is the most suitable representative because its intent is explicit and its diff is narrower and easier to triage than the broader CI/workflow-oriented PR.", + "best_pr_reason": "PR 43488 is the best single PR to represent the cluster because it is the most focused and easiest to triage as a standalone repo-bot test change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: they do not fix the same underlying problem. The overlap in tests/models/vit/test_modeling_vit.py is incidental, while the rest of the diffs target different areas (setup/versioning vs CI workflows/testing utilities)." + "reason": "Different changes with different goals: 43488 adjusts packaging/versioning and a test, while 43532 rewires CI/workflow and testing utilities. The shared Vit test file is not enough to treat them as the same underlying fix." } ] }, @@ -19684,12 +19684,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8c40c3b9f45fa820e8bb889d3f0741cb0ee72dd968a224eb0478700b3ee36f1c", + "prepared_review_unit_hash": "167a43c77d706785d62631967c5bc38a4deda66a002b30fa6cb89c154cfa6d08", "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 }, @@ -19697,7 +19697,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -19706,18 +19706,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different segmentation pipelines: promptable concept segmentation vs promptable visual segmentation. They overlap in docs, registration, and pipeline scaffolding, but they target different models/code paths and should not be treated as duplicates.", + "summary": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share framework/docs/test scaffolding, but they target different tasks and model integrations, so they should not be deduplicated.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different pipeline features with different task docs, pipeline modules, model integrations, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster. If forced to choose a representative, 43613 is broader, but it is still a distinct change from 43612 rather than the same underlying fix/feature.", + "best_pr_reason": "No single PR is a clear duplicate canonical. If forced to pick a representative, neither is a substitute for the other because they implement different pipelines and code paths.", "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 merge them as one PR." + "reason": "Related segmentation-feature PRs, but not the same underlying change: one is concept segmentation and the other is visual segmentation, with different pipeline modules, model docs, and tests. Shared docs/util scaffolding is not enough to merge them as duplicates." } ] }, @@ -19747,7 +19747,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "59eec95683166ad01e427fa147482226fecbf2c7007e569c3acc347789bac692", + "prepared_review_unit_hash": "666e3b5f935fe01397ebc2fa0cc943da670f8f990d61bfe246b6a4c24a9bc674", "component_budget": { "node_count": 2, "item_count": 2, @@ -19769,18 +19769,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py` but address different trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overridable helper. They are not the same underlying change.", - "confidence": 0.91, + "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column discovery for column filtering.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete bug-fix style change, with a direct training-step behavior adjustment and clearer user impact.", + "canonical_pr_reason": "PR #43651 is the better canonical PR because it targets a single concrete behavioral change in `training_step` and has the clearest bug-fix semantics.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone representative of the cluster because it targets a specific runtime correctness issue rather than a refactor/extension hook.", + "best_pr_reason": "PR #43651 is the strongest representative of the cluster: it is a focused, self-contained change with a direct runtime effect, whereas the other PR is more of an internal refactor/override hook.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and similar theme, but they fix different code paths: loss scaling vs. signature column filtering. They could not plausibly be merged as one PR without creating an unrelated mixed change." + "reason": "Different code paths and different problems: #43651 changes gradient-accumulation loss normalization, while #43663 adds a helper for model signature column filtering. They are not the same underlying fix and would not be merged as one PR." } ] }, @@ -19810,7 +19810,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "3d8f43278d2e928b21ece9f44d8659132c048757023342fffbc9de17d5a32731", + "prepared_review_unit_hash": "49600083d42cabd9cc1c38d0966e70165e5903397aff429344bd8576988c51a3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19832,18 +19832,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related CLI type-annotation fixes in the same file, but they address different runtime failures: one broad annotation/forward-reference cleanup, the other a specific `TypeAdapter` import/annotation issue when `pydantic` is absent. They should not be treated as duplicates.", - "confidence": 0.9, + "summary": "Both PRs modify `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they address different runtime failure modes: one is a typing/annotation fix with `from __future__ import annotations`, while the other guards the `TypeAdapter` import for environments without `pydantic`. They are related, but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more precise, concrete fix: it directly addresses the `TypeAdapter` NameError path by moving the import under `TYPE_CHECKING` and quoting the annotation. Its scope is narrower and more clearly aligned with the stated bug than #43656.", + "canonical_pr_reason": "PR 43842 is the better canonical PR for the `TypeAdapter NameError` problem because its diff directly targets the failure mode in the title and issue link: it moves `TypeAdapter` behind `TYPE_CHECKING` and stringifies the annotation so importing the CLI works when `pydantic` is absent.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative for this cluster because it cleanly describes a specific runtime NameError scenario and has a tight, self-contained code change. #43656 appears to be a broader annotation-related cleanup in the same module rather than the same exact bug.", + "best_pr_reason": "PR 43842 is the clearest representative of the cluster's concrete bug: a runtime `NameError` tied to `TypeAdapter` import availability in the CLI. It has the tighter, more specific fix and the explicit issue target.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and broadly similar theme, but the fixes are not the same underlying bug. #43656 is about annotation/forward-reference cleanup, while #43842 specifically fixes `TypeAdapter` import handling when `pydantic` is not installed. They would not plausibly be merged as one PR." + "reason": "Same file and similar symptom, but different root causes. PR 43656 is about postponed evaluation/typing cleanup, while PR 43842 specifically fixes `TypeAdapter` being unavailable when `pydantic` is not installed. They would not naturally be merged as one PR." } ] }, @@ -20035,154 +20035,154 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "543940efd02bbd59903612f7e79baa212d62f122e4cb7c8de4d48e0128954719", + "prepared_review_unit_hash": "e7869a60c4ae05e3bcf9e37bf5d7e91cbac207726734cf2ba4234db8fa8833e7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84888, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84889, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75083, - "estimated_input_tokens": 18771, - "estimated_eval_tokens": 37798 + "serialized_chars": 75085, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors to standardized output tracing/capture_outputs, not one single bug fix. The only clear duplicate-style matches are within the same concrete code paths (notably GPT-J/CodeGen and GPT-Neo), while most cross-model pairs should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "Issue #43979 is the shared upstream tracker for this output-tracing refactor work; the PRs in this cluster largely point back to it.", - "canonical_pr_reason": "PR #44722 is the best canonical representative: it is the latest, most complete GPT-J/CodeGen variant and appears to supersede earlier near-identical attempts on the same code path.", - "best_issue_reason": "No standalone issue artifact is present in the cluster; #43979 is the only common issue target and is the appropriate umbrella issue.", - "best_pr_reason": "PR #44722 is the strongest single PR in the cluster because it addresses the same concrete GPT-J/CodeGen tracing implementation as earlier duplicates, with the most evolved patch among them.", + "summary": "This is mostly a thematic cluster of per-model output-tracing refactors, not one shared bug. The only strong duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair; the rest touch different models and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical PR for the true overlap subset: it covers the GPT-J/CodeGen output-tracing refactor, is the latest version, and appears to subsume the narrower GPT-J-only variant.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best overall representative of the duplicate-like work in this cluster because it is the broadest and most complete implementation of the GPT-J-side refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; same umbrella refactor theme is not enough to merge them." + "reason": "Different models/files (CVT/FNet vs GPT-J); same theme/issue target only, not the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model implementations and are not the same concrete fix." + "reason": "Unrelated model refactors (CVT/FNet vs DeBERTa v2); no shared code path." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both edit GPT-J output-tracing logic in the same file and look like the same underlying refactor." + "accept": false, + "reason": "Same general GPT-J theme, but 44066 also bundles CodeGen; this is overlapping scope, not a clear duplicate PR pair." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and distinct implementations; only the general pattern matches." + "reason": "RegNet/ResNet/RT-DETR vs EfficientNet are different model implementations, not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths, so these are not duplicates." + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are different model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet are separate model refactors, not one shared change." + "reason": "GPT-J/CodeGen vs EfficientNet; shared issue target is not enough to make them duplicates." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are separate model-specific output-tracing changes." + "reason": "MobileNetV2 and DeBERTa v2 touch different code paths and model families." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated implementations." + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different code paths, despite similar decorator migration." + "reason": "GPT-J/CodeGen vs MPT; same output-tracing theme, but not the same model change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo tracing refactors on the same file and appear to implement the same change." + "reason": "Both refactor GPT-Neo output tracing in the same model file with overlapping test changes; same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "reason": "GPT-Neo and GPT-J are different models; only the output-tracing theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are distinct refactors for different models." + "reason": "GPT-J/CodeGen vs GPT-Neo are distinct model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + "reason": "ResNet-related refactor vs GPT-J/CodeGen refactor; different model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model changes, not a single fix." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different implementations; same issue target does not make them duplicates." + "reason": "ResNet-related refactor vs GPT-J refactor; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model refactors." + "reason": "GPT-Neo and ResNet are different model families; only the decorator migration theme is shared." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate code paths." + "reason": "ResNet-related refactor vs MPT refactor; different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + "reason": "GPT-Neo and Flaubert are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model-specific changes." + "reason": "GPT-Neo and Flaubert are different model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying code-path fix." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations." }, { "left": "pull_request:44071", @@ -20194,49 +20194,49 @@ "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different concrete implementations." + "reason": "GPT-Neo vs GPT-J; same theme, different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and GPT-J are distinct model implementations." + "reason": "GPT-Neo and MPT are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated beyond sharing a decorator migration theme." + "reason": "GPT-2 and MGP-STR are unrelated model refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR do not share the same code path." + "reason": "GPT-J and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different concrete refactors." + "reason": "GPT-2 and GPT-J/CodeGen are different model-specific output-tracing refactors." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are separate model implementations." + "reason": "GPT-Neo and MPT are different model families." }, { "left": "pull_request:44017", @@ -20248,169 +20248,193 @@ "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are distinct implementations." + "reason": "SegFormer and LongT5 are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate model-specific changes." + "reason": "SegFormer and VisualBERT are unrelated model refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MPT are not the same concrete fix." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44098", + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model paths." + "reason": "TextNet and Flaubert/XLM are unrelated model changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "VisualBert and LongT5 are unrelated implementations." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate model refactors." + "reason": "MPNet and LongT5 are unrelated model refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and SegFormer are different model implementations." + "reason": "RegNet and LongT5 are different model implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated code paths." + "reason": "TextNet and LongT5 are unrelated model changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and VisualBert are different model-specific changes." + "reason": "RegNet and MPT are unrelated model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." + "reason": "SqueezeBERT and MPT are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and TextNet are different model refactors." + "reason": "SqueezeBERT and VisualBERT are unrelated model changes." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated code paths." + "reason": "RegNet and TextNet are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are separate model changes." + "reason": "MPT and SpeechT5 are unrelated model refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet and LongT5 are different implementations." + "reason": "SqueezeBERT and GPT-Neo are different model code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated code paths." + "reason": "RegNet and SpeechT5 are unrelated model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are separate model-specific refactors." + "reason": "CVT/FNet and LongT5 are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different implementations." + "reason": "CVT/FNet and SegFormer are unrelated model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa V2 are unrelated model changes." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are different code paths." + "reason": "SqueezeBERT and DeBERTa v2 are different model implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 and VITS are unrelated model refactors." + "reason": "DeBERTa v2 and TextNet are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "This is the same GPT-J/CodeGen output-tracing change as the later PR, just an earlier version." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, more complete version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both appear to be the same GPT-J output-tracing refactor; one is an earlier duplicate of the other." + "reason": "Both are GPT-J output-tracing refactors in the same file; 44722 subsumes the GPT-J-only variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model implementations." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are unrelated model refactors." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are different concrete changes." + "reason": "CVT/FNet and SpeechT5 are unrelated model changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are separate model-specific changes." + "reason": "DeBERTa v2 and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and VITS are unrelated implementations." + "reason": "DeBERTa v2 and ViTS are unrelated model refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: it correctly treats this as a set of model-specific output-tracing refactors rather than one unified bugfix, and the canonical issue/PR choices are supported by the shared issue target and the later GPT-J/CodeGen patch. The soft-edge verdicts are conservative overall, and the accepted pairs are same-code-path duplicates that look mergeable into a single PR for the same fix." + "feedback": "The summary is grounded in the packet: this is mostly a per-model output-tracing refactor cluster, and the only clearly overlapping duplicate-like work is the GPT-Neo pair plus the GPT-J/CodeGen subset with 44722 as the later, broader version. The soft-edge accepts are reasonable and the rejections stay conservative for different model families." }, "evaluator_used": true, "retried": false, @@ -20448,20 +20472,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "079de8624b438fcca4070b100d5bf82c0693a9f5199430662af63b9ec6208e1e", + "prepared_review_unit_hash": "a4a17096dcec12bff3712971254bb6b3c519a743b8cd1eac0ba3e78fb2a461eb", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84888, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84889, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -20470,48 +20494,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific refactors around standardized output tracing/capture_outputs, but they affect different architectures and code paths. They are thematically similar, not duplicates of the same underlying change.", - "confidence": 0.89, + "summary": "These PRs all implement similar standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it directly targets standardized output tracing/capture_outputs and shows the core decorator + recorder pattern in a typical model implementation.", + "canonical_pr_reason": "No single PR is a true canonical duplicate here: each change is model-specific (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5) and would not be merged into one patch without mixing unrelated codepaths.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best global representative because its title and diff most clearly express the shared refactor pattern without being overly narrow or model-quirky.", + "best_pr_reason": "44129 is the strongest standalone PR in the set because it has an explicit issue target and a concrete SpeechT5-specific refactor, but it is still not a duplicate of the other model-specific output-tracing PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different implementation details; not the same concrete change." + "reason": "Same broad decorator migration theme, but FocalNet and ImageGPT are different models with different implementations; not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same general standardized-output migration, but VisualBert and TextNet are separate model implementations with distinct refactors." + "reason": "VisualBert vs TextNet are unrelated codepaths; both standardize output capture, but they are separate model-specific refactors." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both touch output capture plumbing, but MPNet and VisualBert are unrelated model code paths and cannot plausibly be merged into one PR." + "reason": "MPNet and VisualBert touch different model stacks and modules; similarity is only in the refactor pattern, not the underlying bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared theme only; MPNet and TextNet are different models and the changes are not the same bug or fix." + "reason": "Both are output-tracing cleanups, but for different models (MPNet and TextNet) and different forward paths, so they should not be merged as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate models; these are parallel refactors, not duplicate fixes." + "reason": "RegNet and SqueezeBert are distinct model implementations; this is a shared modernization pattern, not one concrete fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both are standardized output refactors, but SqueezeBert vs SpeechT5 targets different code paths and concrete behavior." + "reason": "SqueezeBert and SpeechT5 change different codepaths and APIs; SpeechT5 also has an explicit issue-scoped refactor, so these are not the same PR." } ] }, @@ -20596,12 +20620,12 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "4c9f3b49f4870ebdac8dae942e6c0efc9f1dd1052b11e375f68bb6f26aaafc29", + "prepared_review_unit_hash": "75e09e13917b8515e975e136b8d1bb28fb436f9f60f9e3880044adcd2e41cb4b", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43575, + "serialized_chars": 43576, "estimated_input_tokens": 10894, "estimated_eval_tokens": 22044 }, @@ -20609,7 +20633,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43575, + "serialized_chars": 43576, "estimated_input_tokens": 10894, "estimated_eval_tokens": 22044 }, @@ -20618,276 +20642,276 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar output-tracing refactors, but they target different model families and code paths, so they are not duplicates of the same underlying change.", - "confidence": 0.93, + "summary": "This is a loose thematic cluster of similar refactors, not a true duplicate set: most PRs are per-model output-tracing changes, while 46438 is unrelated tooling work. I do not see any pair that should be merged as the same concrete change.", + "confidence": 0.23, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present; 44003 is the best representative PR because it applies the tracing refactor across two closely related Mamba-family files and shows the clearest use of the new helper infrastructure.", + "canonical_pr_reason": "PR 44025 is the most representative single PR in the output-tracing refactor family: it has a concrete multi-file implementation and sits near the center of the similarity fan-out.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest single PR in the set to anchor the cluster, but it should remain a representative example rather than absorbing the others as duplicates.", + "best_pr_reason": "44025 is the clearest canonical representative if one must be chosen, because it is a substantive, self-contained refactor rather than a narrowly scoped single-file variant.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models (timm_backbone vs upernet); same refactor pattern only." + "reason": "Same general output-tracing refactor theme, but different model code paths and files; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "timm_backbone vs vision_text_dual_encoder; unrelated code paths." + "reason": "Both are refactors around output tracing, but they target different models and implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone vs univnet; different model families and behavior." + "reason": "Different model families; shared API refactor pattern is not enough to make these duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone vs mamba/falcon_mamba; same tracing theme, not the same change." + "reason": "Different subsystems and different implementation details; only loosely related by tracing refactor." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone vs rwkv; distinct architectures and implementations." + "reason": "Different model code paths; same broad refactor motif, but not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 vs UnivNet; different model code paths." + "reason": "Both touch output handling, but on different architectures and files; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet; only the refactor style matches." + "reason": "Same refactor pattern, different model implementation and scope." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs DepthAnything; separate models, not one underlying bug." + "reason": "Different models and different output-tracing code paths; not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs VisionEncoderDecoder; distinct implementations." + "reason": "Related encoder/decoder-style refactor, but still a separate model and separate implementation." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder; related naming only." + "reason": "Same broad output-tracing cleanup theme, but not the same code-path problem." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder vs univnet; different model families." + "reason": "They are parallel refactors in different model files, not one concrete bug fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "vision_text_dual_encoder vs upernet; same tracing motif, different code." + "reason": "Different model targets; similar API cleanup only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "vision_text_dual_encoder vs mamba/falcon_mamba; not the same concrete change." + "reason": "Separate model implementations; no evidence of the same defect or change request." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "vision_text_dual_encoder vs depth_anything; separate model targets." + "reason": "Both are output-tracing refactors, but for unrelated models and code paths." }, { "left": "pull_request:44001", - "right": "pull_request:44002", + "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs UperNet; unrelated subsystems." + "reason": "Different models and different forward paths; too broad to treat as duplicates." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44002", "accept": false, - "reason": "UnivNet vs mamba/falcon_mamba; not one shared fix." + "reason": "Same high-level refactor category, but distinct model-specific implementations." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs DepthAnything; different models and outputs." + "reason": "Different model families and no shared concrete bug/change." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44004", "accept": false, - "reason": "UperNet vs RWKV; distinct model families." + "reason": "Both are tracing-related cleanups, but in unrelated model code paths and files." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs mamba/falcon_mamba; only similar refactoring." + "reason": "Different model families; not the same underlying issue." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba vs CodeGen; different code paths and semantics." + "reason": "Different implementations and targets; same broad pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone vs CodeGen; unrelated models." + "reason": "Both are output/refactor PRs, but they affect different models and are not one mergeable change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet vs CodeGen; separate architectures." + "reason": "Related only by the tracing-refactor theme; different concrete code paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet vs CodeGen; not the same underlying change." + "reason": "Different model code paths and files; not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "vision_text_dual_encoder vs CodeGen; different model families." + "reason": "Same broad pattern, but separate model-specific work." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything vs VisionEncoderDecoder; distinct refactors on different models." + "reason": "Two different encoder/decoder model wrappers; same refactor style, not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder; separate code paths." + "reason": "Different model targets; not a single concrete bug fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything vs SuperPoint; unrelated implementations." + "reason": "Different model implementations and no shared underlying defect." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything vs RWKV; different model families." + "reason": "Different model families and forward paths; only the refactor motif matches." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything vs DPR; not the same concrete bug/change." + "reason": "Same high-level output-tracing cleanup, but separate model-specific changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder vs RWKV; unrelated subsystems." + "reason": "Distinct models and code paths; not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder; similar wrapper refactor only." + "reason": "Both are wrapper-model refactors, but not the same underlying bug or implementation." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint; different model stacks." + "reason": "Separate model-specific refactors with no evidence they are duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder vs DPR; separate code paths." + "reason": "Different model code paths; similarity is only at the refactor pattern level." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder vs SuperPoint; distinct model implementations." + "reason": "Different model families and separate implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder vs RWKV; unrelated models." + "reason": "Not the same code path or concrete fix; only broadly similar." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder vs DPR; different functionality." + "reason": "Different model-specific output changes, not one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint vs RWKV; no shared underlying bug." + "reason": "Different model code paths; same motif but not duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR; separate code paths." + "reason": "Separate refactors in different files and models." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV vs DPR; unrelated model families." + "reason": "Both are output-tracing refactors, but in unrelated model implementations." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "Model refactor PR vs modular-conversion tooling; completely different domain." + "reason": "46438 is a tooling/performance change, unrelated to model output tracing." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "SpeechEncoderDecoder model change vs conversion script optimization; unrelated." + "reason": "Different domain entirely: model refactor versus modular conversion process-pool optimization." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "RWKV model refactor vs build/tooling speedup; not the same change." + "reason": "Unrelated changes; one is model output tracing, the other is build/tooling speedup." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "SuperPoint model refactor vs modular conversion pool reuse; different areas." + "reason": "Completely different subsystem and purpose." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "timm_backbone model refactor vs tooling optimization; unrelated." + "reason": "No shared concrete bug or implementation; unrelated PRs." } ] }, @@ -20917,12 +20941,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ed413d7592f76f70127184f39671161c7ffc6b3409d570471205d790eac9865a", + "prepared_review_unit_hash": "d1a65c380caeb7b2c2bc80fec2adc896e13deef0a1c7fb3a928318b9fa294b8f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20930,7 +20954,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20939,18 +20963,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs (PenguinVL vs Voxtral TTS). They share framework/auto-registration files, but they target different models and code paths, so they should not be clustered as duplicates.", + "summary": "These are two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share only framework scaffolding files, not the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the stronger cluster representative: it is a fuller, more mature implementation with substantial review activity and is not a draft. PR 45401 is a separate Voxtral TTS addition, not the same change.", + "canonical_pr_reason": "PR 44662 is the stronger representative PR: it is a non-draft implementation with broader review activity and a more complete model integration, while the other PR is a separate model add-on tied to a different target.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the best overall PR in this set as a representative artifact, but only because it is the more developed standalone model implementation; it is not a duplicate of PR 45401.", + "best_pr_reason": "PR 44662 is the best standalone PR to keep as the cluster representative because it is the more mature, non-draft implementation and does not depend on a specific issue link.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying features: PenguinVL implementation vs Voxtral TTS support. Shared registration/docs files are generic framework plumbing, not evidence of the same bug or change." + "reason": "Different features for different models (PenguinVL vs Voxtral TTS). The overlap is only in shared Transformers plumbing and docs, not the same concrete code-path or fix." } ] }, @@ -20984,58 +21008,58 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "d002d9b9d668bd7c75fe82ca7225f7c277eee45841f0121ed5e496efc52604e6", + "prepared_review_unit_hash": "c414fe2dc7275ff368c7fb06398b342eaa3c4d3d1adf3850915dca045daa6e67", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9632, - "estimated_input_tokens": 2408, - "estimated_eval_tokens": 5072 + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9632, - "estimated_input_tokens": 2408, - "estimated_eval_tokens": 5072 + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form a related feature line around KernelConfig-based n-to-1 kernel fusion, but only the closest pair looks like the same concrete change path. The module_fusion API PR is foundational, not a duplicate of the KernelConfig fusion work.", - "confidence": 0.61, + "summary": "This cluster is centered on the same kernel-fusion feature line, but it includes one separate general module-fusion API PR. The strongest duplicate candidates are the later KernelConfig-based n-to-1 fusion PRs; the general Module Fusion API PR is distinct.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the broadest and most mature representative of the KernelConfig fusion line: it touches core loading, hub kernel integration, model loading, and tests, and its title suggests a later simplification/extension of the same mechanism.", + "canonical_pr_reason": "PR #46339 is the best canonical PR: it is the latest and most refined KernelConfig-based n-to-1 fusion implementation, with core loading, hub integration, modeling changes, and tests all aligned around the same feature.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 is the best single representative for the cluster because it appears to subsume earlier KernelConfig fusion work and exercises the same kernel-loading path most comprehensively.", + "best_pr_reason": "PR #46339 is the most complete and polished representative of the repeated n-to-1 kernel fusion work, and is the best single PR to keep for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "44979 introduces the Module Fusion API scaffolding, while 45363 implements n-to-1 kernel fusion via KernelConfig. They are related, but not the same underlying change." + "reason": "Different changes: #44979 introduces a general Module Fusion API and new module_fusion.py abstraction, while #45363 is specifically about KernelConfig-based n-to-1 kernel fusion. They are related in theme but not the same concrete change or code path." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": false, - "reason": "Both are about KernelConfig fusion, but 46339 is a later extension/simplification that changes the core loading path and does not clearly duplicate the exact feature change in 45363." + "accept": true, + "reason": "Same underlying feature area: both implement KernelConfig-driven n-to-1 kernel fusion in the loading/integration path, and #46339 looks like a refinement/simplification of the same mechanism. They could plausibly be merged into one PR." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "These look like the same concrete n-to-1 KernelConfig fusion change family, with heavy overlap in kernel-loading files; 46339 reads like a follow-on refinement of the same implementation path." + "reason": "These are highly overlapping KernelConfig-based n-to-1 fusion PRs touching the same core loading, hub kernel integration, model loading, and kernel tests. #46339 appears to be a later iteration of the same concrete feature and could plausibly be merged together." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the evidence in the packet, and the soft-edge calls are appropriately cautious overall. The only potentially close pair, 45666 vs 46339, is supported by the shared KernelConfig / n-to-1 fusion theme and overlapping kernel-loading files, while 44979 vs 45363 is clearly more foundational than duplicate. The representative PR choice is also grounded in the broader file coverage and the later 'extended & simplified' title of 46339." + "feedback": "The cluster summary is grounded in the packet: #44979 is clearly the separate general Module Fusion API PR, while #45363, #45666, and #46339 are all KernelConfig-based n-to-1 kernel fusion PRs with overlapping files and the same feature area. The soft-edge decisions are conservative and the accepted pairs look plausibly mergeable as one bugfix; no overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -21062,12 +21086,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2256876bb6709f19d139d1af2390bd7e8c7606af4b76007cf107e64baf2b9dbf", + "prepared_review_unit_hash": "f79e5e9307681ceaed1a576b38cf9dfd6e124c13b52afeaf973551d47610276f", "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 }, @@ -21075,7 +21099,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21084,18 +21108,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patching AttributeError in the same code path and target the same issue; the later PR adds test coverage but does not change the underlying fix.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex AttributeError by switching to the tokenizer\u2019s exposed pre_tokenizer; the second PR adds a test and is the stronger candidate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix as #45086 plus tests, making it the more complete implementation.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and also includes test coverage for the failing path.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest standalone candidate: same bug fix, same target issue, and it includes validation coverage in tests.", + "best_pr_reason": "PR 45317 is the best PR to keep: same concrete bug fix as 45086, with additional validation and slightly clearer scope in the title/body.", "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 issue target; the second PR is a superset with tests, so they are mergeable as one change." + "reason": "Same underlying bug and same code-path change in tokenization_utils_tokenizers.py; 45317 is a superset of 45086 with tests, so they are duplicate PRs for triage purposes." } ] }, @@ -21125,12 +21149,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "38307df2659058477dfb0cd2b5fc856796fb1fe8e60d01e128b3ac350f2117e5", + "prepared_review_unit_hash": "65d15395afad1953b648d5613bcf464e11773e8070a830f7ff382e04a83cc584", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21138,7 +21162,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21147,18 +21171,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct NemotronH refactors: one focuses on inheriting GraniteMoeHybrid-style weight/config plumbing, the other splits NemotronH into dense/sparse model families with docs and auto-mapping updates. They overlap in shared NemotronH files but do not look like the same mergeable code change.", - "confidence": 0.86, + "summary": "Both PRs touch NemotronH internals, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mappings, while the other introduces the NemotronH dense/sparse split plus docs, auto-mapping, and tests. They are related but not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader and more complete NemotronH architecture change, covering the new dense/sparse model split plus docs and auto-mapping updates; PR 45115 is a narrower inheritance/refactor step.", + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete NemotronH architecture update, covering the new dense/sparse model split, docs, auto mappings, and tests. PR 45115 is a narrower refactor focused on inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster because it addresses the higher-level NemotronH redesign end-to-end, while PR 45115 is a partial implementation focused on conversion and inheritance plumbing.", + "best_pr_reason": "PR 45569 is the best representative of the underlying work because it appears to be the user-facing feature implementation rather than a partial internal refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH infrastructure files, but one is a GraniteMoeHybrid inheritance/conversion refactor and the other is a broader dense/sparse model split. They are related, not the same concrete change and would not plausibly be merged as one PR." + "reason": "Shared NemotronH files are not enough here: 45115 is a conversion/inheritance refactor, while 45569 introduces the concrete dense/sparse NemotronH model split and supporting docs/tests. Different underlying changes, so not a duplicate." } ] }, @@ -21188,12 +21212,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "553acd11d5260b7dfd6ee716dff322970eb40b4e65ee5c20697e415706fecebe", + "prepared_review_unit_hash": "87d66e8217fe51cdca4ddafcdc8d55b2dab4eb19bb3eafbea7c6c72ab106d805", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21201,7 +21225,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, + "serialized_chars": 5466, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21210,18 +21234,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous support, but they implement different layers: one adds per-layer config handling, the other adds model/cache integration. They share helper files, yet they are not the same underlying change.", - "confidence": 0.89, + "summary": "These are related but not duplicates: one PR adds per-layer heterogeneous config plumbing, while the other adds broader heterogeneous model/cache/runtime support and only overlaps on shared infrastructure files.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "Pull request 45332 is the broader, more representative feature PR: it covers heterogeneous model support end-to-end and incorporates the downstream runtime changes that depend on per-layer config handling.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the better cluster representative because it is the more complete implementation and the one that would most naturally subsume the related config work, whereas 45333 is a narrower prerequisite/helper change.", + "best_pr_reason": "pull_request:45332 is the better cluster representative because it is the broader end-to-end heterogeneous model support change and subsumes the config plumbing work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct changes: 45333 adds per-layer configuration plumbing, while 45332 adds model/cache support and heterogeneous runtime behavior. They are not the same concrete bug/change and should not be merged as duplicates." + "reason": "Shared heterogeneity files do not make these the same change: 45333 is config-only, while 45332 extends into cache/modeling/masking/integration code paths. They could not plausibly be merged as one duplicate PR." } ] }, @@ -21251,12 +21275,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c56df55e76430c8be3eaef468d0d3d05d7bc837aa874c16aef6a1f83a22f9a2d", + "prepared_review_unit_hash": "d75a1ce83a39dd30b7c8e1b354913ca62a822bcd121c91e75c3c31c58b19d13d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21264,7 +21288,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -21273,18 +21297,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related PRs in transformers, but they address different scopes: one is a broad repo-wide type-checking pass, the other adds specific typing helpers and related adjustments. They are not the same underlying change.", - "confidence": 0.9, + "summary": "These are both typing-oriented PRs, but they are not the same underlying change. PR #45415 is a broad, repo-wide type-checking cleanup across many modules and pyproject settings, while PR #45425 adds specific typing protocols/aliases and targeted fixes in a small set of files. The overlap in a few files is incidental, not evidence of duplication.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and coherent typing change: it introduces shared typing helpers and updates a small set of type-sensitive call sites. It is a better representative than the broad sweep in 45415.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: #45415 is a wide type-checking sweep, whereas #45425 is a focused typing-modeling change in core helpers.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best single PR in the cluster because it is narrower, more self-contained, and easier to treat as a distinct change. PR 45415 is a large multi-file type-checking cleanup rather than the same fix.", + "best_pr_reason": "#45425 is the better representative of a concrete change because it addresses specific typing gaps with a narrow, coherent scope; #45415 is too broad to serve as a precise canonical fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: 45415 is a broad type-checking sweep across many files, while 45425 adds typing aliases/protocols and a few targeted fixes. They share a theme but not the same concrete bug or change, and they would not naturally combine into one PR." + "reason": "Shared typing-related files do not mean the same fix. #45415 is a broad type-checking pass, while #45425 introduces specific protocol/alias definitions and related typing adjustments; they could not plausibly be merged as one duplicate PR." } ] }, @@ -21314,12 +21338,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "a0ce8f836cf5ff9d64f7134dfb48590ee1000ada20d97c29ea62de7680dd1a80", + "prepared_review_unit_hash": "fffdab96e4959dddf3abac4cc4c7b847fdd81680cb4a3e93a7845aaa8c9c106b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21327,7 +21351,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21336,18 +21360,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests fixing different cache-forward bugs in different model families: one in Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention, the other in Mamba2 CUDA kernels. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two pull requests are not duplicates: they fix different cached-forward bugs in different model families and code paths (Qwen3.5/Olmo hybrid linear attention vs. Mamba2 cache handling).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the better canonical PR for this cluster only because it is narrowly scoped, has an explicit issue target (#46032), and the diff clearly addresses one concrete seq_len>1 cache path in Mamba2.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone PR: it targets a specific bug, has a clear issue reference, and the change is tightly limited to one code path with accompanying tests. PR #45513 is broader and spans multiple model files, making it less suitable as the canonical representative.", + "best_pr_reason": "PR 46084 is the stronger standalone candidate: it has an explicit tracking issue, a tightly scoped fix for a specific seq_len>1 cache bug, and a focused test surface.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs in different architectures. #45513 fixes multi-token cached forward behavior for GDN linear attention in Qwen/Olmo models, while #46084 fixes use_cache with seq_len > 1 in Mamba2 CUDA kernels. They do not look mergeable into one PR." + "reason": "Different underlying bugs in different architectures: PR 45513 changes multi-token cached forward for Qwen3.5/Olmo hybrid linear attention, while PR 46084 fixes Mamba2 use_cache behavior when seq_len > 1. They do not look mergeable into one PR." } ] }, @@ -21377,7 +21401,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "b3d8e14d3def9024d270bb325546187b11e78a650b513d268c2db44ccda8a5a3", + "prepared_review_unit_hash": "c6847f23da0dfa0d4a52aaa07dfdbf23594c8cb8df0d02db675eb257bf3b14f9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21399,18 +21423,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related through expert parallelism, but they address different bugs: #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch by serializing distributed_config and adding an EP flag, while #45662 fixes EP + FSDP2 expert parameters being overwritten during distributed loading. They should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Both PRs are about expert parallelism loading, but they fix different bugs in different code paths: one handles DeepSpeed ZeRO-3 / accelerate launch config handling, the other fixes FSDP2 expert parameters being overwritten during load. They are related, but not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it fixes the more concrete corruption path in distributed loading and spans the broader EP/FSDP2 code path, whereas #45548 is a narrower DeepSpeed ZeRO-3/accelerate configuration serialization fix.", + "canonical_pr_reason": "PR #45662 is the stronger cluster representative because it targets a concrete loading corruption bug with a clearly scoped fix across the relevant loading/expert-parallel paths.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR here: it targets a specific runtime bug where expert parameters can be silently overwritten, and its changes are tightly coupled to that failure mode.", + "best_pr_reason": "PR #45662 is the best standalone PR here: it fixes a specific, reproducible failure mode and the diff directly addresses the affected code path.", "soft_edge_verdicts": [ { - "left": "pull_request:45548", - "right": "pull_request:45662", + "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", "accept": false, - "reason": "Different underlying bugs. #45548 is about preserving distributed_config and exposing EP state for DeepSpeed ZeRO-3 loading via accelerate; #45662 fixes expert weights being overwritten during FSDP2/distributed loading. Shared EP terminology and one common file are not enough to treat them as the same change." + "reason": "Related subsystem, but different underlying bugs and different mechanisms: config/serialization for ZeRO-3 vs post-shard wrapping to avoid expert overwrites in FSDP2. They would not plausibly merge into one PR." } ] }, @@ -21440,12 +21464,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "3f948ad5bc91207759e6db2058f97662838f178d67970f698c0651fbe96dcf34", + "prepared_review_unit_hash": "1102cdb50b6ebd03e193084f6713bc02f5734ebebc6b9c898414eba0a6be3350", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21453,7 +21477,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21462,18 +21486,18 @@ "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 broader, more complete fix that also updates CI artifact collection, while 45639 is the narrower core-code change.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-related captured_info logging problem in `testing_utils`; PR #45645 is the broader superset because it includes the core fix plus CI artifact handling changes, so it should be the canonical PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output-file change in `src/transformers/testing_utils.py` and also updates the CI workflow to collect all split `captured_info*.txt` artifacts, making it the more complete end-to-end fix.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the shared `testing_utils.py` fix from #45639 and additionally updates CI/workflow handling to consume multiple `captured_info*.txt` files, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster since it addresses the same underlying bug as 45639 but includes the surrounding CI/log-handling pieces needed for the fix to work in practice.", + "best_pr_reason": "PR #45645 is the best representative of the cluster: it fixes the same concrete xdist collision path and also adjusts downstream log collection so the fix works end-to-end.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs target the same captured_info/xdist collision problem in `testing_utils.py` and share the same issue target; 45645 extends the same fix rather than introducing a different change." + "reason": "Accept: both PRs target the same underlying xdist collision in patched testing debug logs; #45645 includes the core `testing_utils.py` change from #45639 and extends it with workflow/log aggregation support, so they are effectively the same fix family." } ] }, @@ -21505,7 +21529,7 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "e722c74e86b11169ba4f3b942d3e31d2ac7d4050b2a8ddbd59d813600f0d10bc", + "prepared_review_unit_hash": "ee957357946c97ea5040fe637fbba179d7abfc21c52318d7a9335278b4c3dfe0", "component_budget": { "node_count": 3, "item_count": 3, @@ -21527,24 +21551,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only PRs 46320 and 46401 are superficially similar, but they target different model families and code paths, so this cluster does not contain a true duplicate change set. PR 45670 is unrelated to the attention-dispatch work.", - "confidence": 0.93, + "summary": "Three open PRs: one adds GlmAsr to auto-model mappings, one adds attn_implementation dispatch for RecurrentGemma, and one adds sdpa dispatch for BLIP-2/InstructBLIP variants. They are related only at a high level and do not look like duplicates of the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46320 is the best representative of the cluster\u2019s only near-duplicate theme: a concrete attn_implementation dispatch implementation with code changes, conversion mapping updates, docs, and tests.", + "canonical_pr_reason": "PR #46320 is the best cluster representative: it is a substantive model-behavior change centered on attention-implementation dispatch, with corresponding code, conversion, docs, and tests. It is more complete and less narrowly scoped than the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the strongest standalone representative because it is the most complete dispatch-support change and is closest in shape to the other similar PR, while still being clearly distinct from the unrelated glmasr mapping tweak.", + "best_pr_reason": "PR #46320 is the strongest single PR in the set to stand for the cluster because it covers the core feature change most clearly and has the broadest supporting edits. PR #46401 is a separate model-family fix, and PR #45670 is just an AutoModel registry tweak.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "These are different changes: 45670 adds model mapping entries for glmasr/dia, while 46320 adds RecurrentGemma attention-dispatch support across model code, conversion mapping, docs, and tests. Not the same bug or change." + "reason": "Different underlying changes: AutoModel registration for GlmAsr vs. attention-dispatch support for RecurrentGemma. They touch unrelated code paths and would not plausibly be merged as one PR." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attn_implementation dispatch work, but for different architectures and code paths (RecurrentGemma vs BLIP-2/InstructBLIP/InstructBLIPVideo). They are not the same underlying fix and would not plausibly merge into one PR." + "reason": "Both concern attention dispatch, but they fix different model families and different implementations (RecurrentGemma vs. BLIP-2/InstructBLIP). This is a shared theme, not the same concrete bug/change." } ] }, @@ -21574,7 +21598,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "113785978077212c586b4c67f049040fd602df1024789239f35a1be136efb0fb", + "prepared_review_unit_hash": "aa2d4aea636f8556a8e3f63dcf23321f92f33b99deafc2878689885da09fe96b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21596,18 +21620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one implements a linter rule for model forward signatures, while the other adds a different modeling rule about consumed image/video processor flags. They overlap only at the level of shared transformer model files.", - "confidence": 0.98, + "summary": "These are two unrelated linter-rule pull requests: one adds/expands TRF003 for model forward signatures, the other adds TRF018 for processor do_* flag handling. They share broad repo areas and some overlapping model files, but they do not target the same bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the cleaner representative: it has a focused, concrete change set around forward signatures and return handling, with title and diff aligned.", + "canonical_pr_reason": "PR 45720 is the more focused representative of the linter-rule implementation work here: it targets a single forward-signature rule across model classes. PR 46259 is a separate modeling-rule addition for image/video processors, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the best representative of the cluster because its scope is narrower and more internally consistent than the other PR\u2019s broader rule/docs update.", + "best_pr_reason": "PR 45720 is the best representative PR in this set because it is a concrete, self-contained rule implementation; PR 46259 addresses a different rule family and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: TRF003 forward-signature/return_dict cleanup versus a separate TRF016 rule for processor boolean flags. Shared files are incidental, not the same bug or mergeable fix." + "reason": "Different underlying lint rules and different code paths: TRF003 concerns model forward return_dict/can_return_tuple behavior, while TRF018 concerns processor do_* flags consumed in preprocess overrides. Similar subsystem, but not the same change." } ] }, @@ -21703,7 +21727,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "71f34ae2890f2e2718cb4e1085855949a3a7ef770a2429d972641675a0f1227f", + "prepared_review_unit_hash": "00c5c5bd65cfb0cbda3d11353aa9151306b71a0774fab29b790ace769935dd7e", "component_budget": { "node_count": 2, "item_count": 2, @@ -21725,18 +21749,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one is a broad testing/infra and model-maintenance change, while the other is a narrow ViT test edit that adds intentional failing assertions. They do not appear to fix the same bug or implement the same change.", - "confidence": 0.98, + "summary": "These are not duplicates: one PR is a broad workflow/model-code instrumentation change, while the other is a fake test-migration PR that only injects failing assertions into ViT tests.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45932 is the more substantial and representative artifact in the cluster: it changes a workflow plus multiple model/config files, whereas PR #46100 is a narrow, clearly synthetic test-only edit. If any PR should stand in for this cluster, #45932 is the better canonical choice.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45932 is the best overall PR because it contains the only meaningful code changes across multiple files and is closer to a real product change; PR #46100 is just a test file with intentional failing assertions and is not a plausible duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying intent and code paths: PR 45932 touches workflow/secrets and multiple model files, while PR 46100 only changes one ViT test file and appears to be test-migration noise. They are not plausibly mergeable as one PR." + "reason": "Different underlying changes: #45932 touches CI/workflow and several model implementations, while #46100 only adds bogus failing assertions in a ViT test. They would not plausibly be merged into one PR." } ] }, @@ -21769,12 +21793,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "21ddcc6283bb2aa50e105116b3989f412b5194e7858a75114a4966bb8b1ec8b8", + "prepared_review_unit_hash": "9c352970cf13153b1a9243cb09d9c62c4f47e885f5ea7280b02fc4d88aed2966", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21782,7 +21806,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21791,30 +21815,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme only: all add SDPA dispatch support, but each PR targets a different model family and distinct code paths, so they are not duplicates.", - "confidence": 0.93, + "summary": "All three PRs add SDPA dispatch support, but for different model families/code paths: CTRL, T5, and wav2vec2_conformer/bert plus SeamlessM4T/v2. They are related feature work, not duplicates of the same concrete change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: CTRL, T5, and the wav2vec2/SeamlessM4T work are separate model-specific SDPA implementations.", + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster and covers multiple model implementations, so it best captures the shared SDPA-dispatch theme across related architectures.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest representative of the theme because it covers multiple related speech models and includes broader code/test updates, making it the most complete SDPA-dispatch change.", + "best_pr_reason": "PR 46196 is the most useful global representative because it spans several model files and tests, making it the strongest umbrella example of this feature area.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different architectures and code paths: CTRL vs T5. Same feature theme, but not the same concrete bug/change and not mergeable into one PR." + "reason": "Both are SDPA dispatch enablement PRs, but for different models (CTRL vs T5) with separate model code paths; they are not the same underlying bug/change and would not plausibly be merged into one PR without becoming an umbrella feature set." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL support is unrelated to wav2vec2/SeamlessM4T speech-model dispatch internals. Broad SDPA theme only, not a duplicate fix." + "reason": "CTRL support and wav2vec2/SeamlessM4T support touch different architectures and implementation paths; similarity is only at the feature level, not the concrete fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 seq2seq attention dispatch and speech-model dispatch are separate implementations in different model families; they are not the same underlying change." + "reason": "T5 SDPA dispatch is a distinct model-specific change from wav2vec2_conformer/bert and SeamlessM4T/v2 support; they share a theme but not a single code-path problem." } ] }, @@ -21844,7 +21868,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "e29b30697c2e410af6697160a7ca276bc1d89064aee8659693586e28dfe98db5", + "prepared_review_unit_hash": "a6b8f659b6fcbc5330784f557a3692cd6dccf0a01da416b7473ccb1f9ad2952b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21866,18 +21890,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap in distributed infrastructure files, but they target different levels of work: one is a focused EP + Trainer integration, the other is a broad distributed branch base sweep. They are not the same change and should not be merged as duplicates.", - "confidence": 0.88, + "summary": "These two PRs overlap in distributed-infrastructure filenames, but they are not the same change: one is a focused EP + Trainer integration patch, while the other is a broad distributed branch-base PR touching many unrelated areas. The shared files appear to reflect subsystem overlap rather than a duplicate fix.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella change: it spans many distributed subsystems and looks like the base branch integration point rather than a narrow feature patch, making it the more canonical representative of this cluster.", + "canonical_pr_reason": "PR #46126 is the more concrete, self-contained change: it targets EP routing plus Trainer integration with a limited file set and a clear feature goal. PR #46269 is a broad umbrella/baseline branch PR spanning many distributed components, so it is not a clean canonical duplicate candidate.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best single representative because it covers the larger distributed refactor/integration surface and subsumes the shared files without being narrowly scoped to one feature path.", + "best_pr_reason": "PR #46126 is the best representative of a specific change because it has a narrow scope and a clear functional intent. PR #46269 is too broad and reads like an integration/base branch rather than a single fix or feature.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Overlap is only at the subsystem/file level. #46126 is a specific EP + Trainer integration, while #46269 is a broad distributed base PR touching many unrelated areas; they do not appear to fix the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "They share distributed filenames, but the scopes are materially different: #46126 adds EP + Trainer integration, while #46269 is a large distributed branch-base PR covering many unrelated edits. This is subsystem overlap, not the same underlying change." } ] }, @@ -21907,7 +21931,7 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "15ef53debc7b97ac1fc6e9fe62711fe7a118a0499503fbc1270b7f193ce7e49e", + "prepared_review_unit_hash": "9cf8c16feab161c60537cc676b768a7246d66458dc3dd30b34b084b2d6fbbce4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21929,18 +21953,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one changes a workflow invocation style in self-comment CI, while the other hardens ssh-runner by pinning a downloaded script and clearing HF_TOKEN before SSH.", + "summary": "These are two unrelated workflow maintenance PRs: one changes how a self-comment CI script passes PR text to a helper, and the other hardens an SSH runner workflow by pinning a downloaded script and clearing HF_TOKEN before SSH. They do not look like the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46432 is the stronger standalone candidate because it makes a clearer security/supply-chain hardening change to the SSH runner workflow and has more concrete operational impact.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and different underlying changes: stdin piping for a CI helper vs security/hardening updates for ssh-runner. They do not fix the same code-path problem and would not plausibly merge into one PR." + "reason": "Different workflows, different scripts, and different purposes: one updates argument passing in self-comment CI, the other pins an external download and unsets a token in ssh-runner. They are not the same bug or change." } ] }, @@ -21970,7 +21994,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "05f4f61fa02ba2c1df9d614e5a7193150b18ccc39e4c25c02b4ca4df708cc6cf", + "prepared_review_unit_hash": "2a05a0ccdcb1fc44b8dd90209a109f201e388bbab8dd609dcad875015b34e558", "component_budget": { "node_count": 2, "item_count": 2, @@ -21992,18 +22016,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about avoiding brittle file-open/source inspection, but they change different code paths in different modules and address different implementation details. They are related thematically, not duplicates.", - "confidence": 0.9, + "summary": "Both PRs are about replacing file-open-based source inspection, but they fix different code paths: one in import_utils package resource traversal, the other in modeling_utils attention-implementation gating. They are related in theme, not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more concrete exemplar: it tightens one specific source-reading heuristic in modeling_utils and includes tests, making it the cleaner representative of the cluster theme.", + "canonical_pr_reason": "PR 46207 is the more concrete, self-contained bug fix: it targets a specific source-reading path in modeling_utils and includes tests, making it the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best single PR in this set because it has the clearest narrowly-scoped fix and test coverage. PR 46152 is a separate utility-level refactor in import_utils, not the same concrete bug.", + "best_pr_reason": "PR 46207 is the strongest standalone change in this set because it addresses a clearly scoped behavior in a specific code path and is test-backed. PR 46152 is broader and more infrastructural.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Different files, different helpers, and different behaviors: one adds Traversable resolution for importing package source, the other replaces open() with inspect.getsource for attention-implementation detection. Shared motivation is not enough to treat them as the same underlying change." + "reason": "Related theme, but not the same underlying bug or change. 46152 rewrites import_utils source/resource resolution; 46207 changes modeling_utils _can_set_attn_implementation to use inspect.getsource. Different files, different behavior, and not plausibly one merged PR." } ] }, @@ -22036,12 +22060,12 @@ "pull_request:46337|pull_request:46362", "pull_request:46362|pull_request:46368" ], - "prepared_review_unit_hash": "991b266e7fb2dacce86caec08ac65d505141e33a2cd08976917fe0c7f27c5a43", + "prepared_review_unit_hash": "e3b1485a87958cdba05067ed761a8d0dd6a69766c9e75e9e658ff2e18448d485", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5964, + "serialized_chars": 5962, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22049,7 +22073,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5964, + "serialized_chars": 5962, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22058,30 +22082,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate test-only pull requests for different model families and different failure modes. The only commonality is that they all touch model test code and mention quant/cache or device-map related behavior; they do not look like duplicates or one shared fix.", - "confidence": 0.97, + "summary": "The cluster is only loosely related by test maintenance, but it actually contains two different quant-cache skips for different models plus an unrelated Cohere2-MoE test configuration fix. I would not deduplicate any of the PRs together.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46362 is the clearest representative of the shared theme: a minimal, model-specific skip for a failing quant-cache generation test with an explicit incompatibility reason.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46362 is the most representative standalone fix in the cluster: it directly addresses a concrete test failure with the smallest, most explicit change.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different model targets and fixes: Cohere2Moe adjusts model-test settings for offload/device-map splitting, while NemotronH skips an invalid quantized-cache test. No shared code path or mergeable single fix." + "reason": "Different models and different failures: 46337 changes device-splitting test setup for Cohere2-MoE, while 46368 only skips a Nemotron-H quant_cache test." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Cohere2Moe test infrastructure tweak vs. DeepSeek V4 quant-cache skip. They address unrelated model-specific test failures and do not appear to be the same underlying bug." + "reason": "Not the same underlying bug or change; 46337 is about accelerate/offload test configuration, 46362 is a DeepSeek-V4 quant_cache compatibility skip." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both skip quant-cache tests, but for different architectures and different incompatibilities (DeepSeek V4 compressor cache vs. NemotronH hybrid cache). Same broad subsystem, not the same concrete change." + "reason": "Both touch quant_cache tests, but they are separate model-specific incompatibilities with different cache implementations and failure modes, so they should not be merged as duplicates." } ] }, @@ -22111,12 +22135,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "0c64f31b0f74f743ffcc2e14cef82e92a1c2a39e0183d50d37b17ef2b7e8219b", + "prepared_review_unit_hash": "0deb5e60e67f2205cd0f7975b54d38694f8b09eaaedb8acb0c992e83b9d867d6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22124,7 +22148,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5960, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -22133,18 +22157,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs: one is a draft for multimodal continuous batching infrastructure, the other adds a new HunYuan VL model and its docs/tests. They do not look like duplicate fixes or mergeable variants of the same change.", + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, and the other adds the HunYuan VL model, docs, and tests. They do not look like the same underlying change or bug fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs target different problems and codepaths, so there is no duplicate representative.", + "canonical_pr_reason": "No PR is a true canonical duplicate of the other; if one must be chosen, #46417 is the cleaner self-contained feature addition, while #46376 is a draft infrastructure change in a different area.", "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the better standalone representative because it is a complete, non-draft feature addition with docs, model code, and tests; #46376 is still a draft infrastructure refactor.", + "best_pr_reason": "#46417 is the best representative PR in this set because it is more complete and cohesive, but it is not a duplicate of #46376.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes in different areas: continuous batching multimodal support versus adding a new HunYuan VL model. They do not fix the same concrete bug or share a mergeable codepath." + "reason": "Reject: these PRs target different code paths and goals. #46376 adds multimodal support to continuous batching internals, while #46417 adds a new HunYuan VL model package, docs, and tests. They are not plausibly mergeable into one fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 30b105d0e6628e0760819d7991077bfba1fe2bf9..b9d19ff2d933bb63ff9131ad4e5776adcae0ad6d 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260605t180026z", + "analysis_id": "hybrid-model-20260606t000047z", "archived_artifacts": { - "hybrid": "snapshots/20260605T180026Z/analysis-runs/hybrid-model-20260605t180026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260605T180026Z/analysis-runs/hybrid-model-20260605t180026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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too weak to merge." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different removed guidance and are separate edits." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal preprocessing failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/autocast issue vs MPS histogram integer limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRl SFT embedding unpacking and MPS histogram failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different tensor kernel/autocast failures with no shared code path." + }, + { + "left": "issue:30277", + "right": "issue:36010", + "accept": false, + "reason": "Collective mismatch and import failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP bug is unrelated to import regression." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM attribute issue is unrelated to Qwen3 CUDA assert on device mapping." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge (43596/43638) is well supported by the shared ZeRO-3/Bert size-0 IndexError wording, and the rest of the rejections do not overstate similarity. No PRs are present, so there is no mergeability concern to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070" + ], + "prepared_review_unit_hash": "93a1fc7acbcd7a2bd6e38f494def14a99b72bc19c39b969fbf0d9b5b588c439c", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39795, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated transformer regressions, but one duplicate family stands out: the v5 AutoTokenizer wrong-token-id regression across multiple model families. I only accept that soft duplicate; the rest are too model- or symptom-specific to merge safely.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest, clearest formulation of the shared AutoTokenizer token-ID regression and covers multiple impacted model families, making it the best representative of the only strong duplicate family here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue representative because it generalizes the tokenizer regression beyond a single model and has the strongest evidence of being the shared underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: a Float8 storage lookup error vs a distributed-training compatibility issue." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are model-loading/runtime bugs, but they involve different models and different code paths (device mismatch vs chat-template/video-token mismatch)." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different symptoms and subsystems: AMD GPU support vs table-question-answering crash." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they reference different API changes and do not describe the same underlying change." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different runtime failures; no evidence they share the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated features: Liger Kernel cross-entropy dispatch vs Qwen3-VL video input StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "A decoding regression is unrelated to outdated RAG documentation." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: wrong token IDs across model families, with 45920 just describing a broader set of affected models." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading failure vs documentation staleness; no shared code-path." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code breakage is not the same as the USE_DISTRIBUTED=0 PyTorch compatibility issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both mention loading problems, but the model families and failure modes differ." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed PyTorch support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model execution/runtime error vs docs problem; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different models and different missing/incorrect config behavior." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors under ZeRO-3, but the symptoms and model contexts are different." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading/running issue is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and distinct load failures; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/BERT IndexError is a different failure from the torch 2.4.1 / transformers 5.8.0 incompatibility report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression is unrelated to table-question-answering crashes." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is chat crashes and the other is streaming API failure; too different to merge." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model load/run bug vs table QA task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different symptom classes; no shared bug evidenced." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different backend-specific MoE failures; not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE-related, but one is torch-dynamo/grouped_mm tracing and the other is autocast dtype mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is unrelated to checkpoint corruption/loading." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template compilation error are different components and failures." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window config errors." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is not the same as the Gemma4 device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the model context and exact failure differ; not enough to treat as the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different model-specific issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx after v5 update is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Similar shape-related wording, but the underlying failures are different (mask indexing vs embedding unpacking with TRL)." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM / CUDA memory growth is unrelated to tied-weights issues in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "MoE grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel support problems." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "_is_hf_initialized constructor error is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming failure are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window config behavior and pydantic PretrainedConfig breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair, issue:45812 vs issue:45920, is well supported by the shared AutoTokenizer v5 wrong-token-ID regression. The remaining soft-edge rejections are appropriately cautious and do not overstate shared causality." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054" + ], + "prepared_review_unit_hash": "a67f443e02065387555e888c91616393f8cae27e56125b798a5bf440c02c3d22", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is best anchored on issue 43950, with 43644 and 44534 as the strongest near-duplicates around the same Transformers 5.x non-persistent-buffer corruption problem. The rest of the cluster is mostly adjacent but unrelated reports, so the grouping should stay fairly tentative overall.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43950 is the cleanest anchor for the shared non-persistent-buffer corruption topic: its title directly names the regression and it is the most specific representative of that bug family among the related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best single issue to represent the cluster because it most directly captures the common bug theme shared by the strongest nearby duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/video-related, but they describe different failures: image-preprocessor dtype mismatch versus chat-template video token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "These are different bug reports: a broad remote_code regression versus a specific torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths and failure modes: grouped_mm tracing errors versus missing Float8 storage." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video, but the concrete regressions differ and the symptoms do not point to the same root cause." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/index shape mismatch and the other is a zero-sized tensor during ZeRO-3 init." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but different observed problems: degraded text embeddings versus nonsensical pipeline/AutoModel outputs." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "These are different issues: composite-config handling versus uninitialized-memory access after meta to_empty(cuda) materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection is unrelated to the torch/transformers compatibility issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Both are model-loading/training errors, but the underlying failures are different: FSDP weight-shape handling versus TRL embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes; these are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are model-behavior complaints, but they concern unrelated models and problems." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are different bugs in different paths." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom code loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete model families and failure modes differ too much to treat as one bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type handling is unrelated to tied-weight loading regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is a different subsystem and symptom than tied-weight issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same bug as the translation-model tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs/runtime command issue are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different code paths and failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the removed run-command docs issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization behavior for one model is unrelated to running a different quantized model." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime issues with no shared concrete failure path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same Transformers v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Related by model family only; the documentation/example issues are not the same bug as the text-embedding quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These reports point to the same non-persistent-buffer junk/regression; 43950 is the more specific instance." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype-related failures, but autocast mismatch and RLHF NaN/position-id collapse are different problems." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer unexpected kwarg and ZeRO-3 zero-size index errors are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are different dependency/runtime issues." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "The titles are adjacent around buffer/materialization behavior, but 45902 is not clearly the same non-persistent-buffer corruption bug as 43950." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different symptom sets: SigLIP2 embedding quality versus version-dependent tokenization changes." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and load-time noise are not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero-probability outputs and weaker text embeddings are not enough to establish one root cause." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. You can anchor the cluster on 43950, but the claims about an 'explicit repro' and 'clear regression framing' are not supported by the metadata shown here. More importantly, the accept on issue:45902 is not conservative enough from the title alone; it is adjacent but not clearly the same bug as the non-persistent-buffer corruption reports. The 43644/43950/44534 linkage is well grounded, but the rest should stay more tentative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:44403|issue:44488", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "cfdd37fb995c472a1e762c6943bcaf8105a3be3e659de3f9c7932a921b99064d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly over-broad: it mixes many unrelated model-loading, tokenizer, training, and docs regressions. Only two soft pairs look like true duplicates; the rest are similar at a high level but not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43872 is the best anchor for the only clear duplicate pair: it names the concrete `_is_hf_initialized` / `init_empty_weights` TypeError, and issue:44291 reads like the same bug with a more specific wrapper title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the most suitable global issue anchor because it is a crisp, reproducible library regression with a direct duplicate, whereas the other items are mostly model-specific or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different problems: Voxtral loading error message vs Molmo missing `all_tied_weights_keys`." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both are Gemma/Qwen MoE-related, but the bugs are different: FSDP2 `KeyError` vs uninitialized `inv_freq` after `to_empty(cuda)`." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: FlashAttention packed-sequence crash vs CPU offload incompatibility in a MoE rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "One is gradient-checkpointing not being effective with PEFT LoRA; the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but not enough to call it the same bug; one reports poor text embeddings, the other a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading-related, but they concern different models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is noisy logging on load; the other is an actual model-loading failure for ScandiBERT." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same as above: docs/log noise vs a specific model load failure, not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and a Python 3.13 import-utils KeyError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote code, but one is missing fields in `AutoConfig`, the other is a broad report of recent remote-code breakage." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different regressions: ineffective checkpointing vs MoE training memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different failure classes: ZeRO-3 loading index error vs FineGrainedFP8Config failure." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS integer support error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading error vs a GLM5 issue; no same underlying bug is evident." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class and a bitsandbytes `Int8Params` constructor regression are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure and FlashAttention fallback gating are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different symptoms: load failure vs missing tied-weights metadata." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and Gemma4 device-map forward mismatch are distinct problems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping registration failure and broad remote-code regressions are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-placement mismatch are different runtime issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Version incompatibility for a trained LoRA model and a warning about `tie_word_embeddings` are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs FlashAttention fallback checks; different code paths." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different loops." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote-code regression vs Kimi-K2.5 tokenizer codec regression are not the same issue." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model load KeyError and FlashAttention availability gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and silent corruption of non-persistent buffers are different regressions." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These describe the same docs bug: pipeline tasks removed in v5 are still referenced in documentation." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` TypeError during loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and bitsandbytes `_is_hf_initialized` regression are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper loading failure and `_torch_extract_fbank_features()` issue are too weakly connected to treat as duplicates." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely unrelated: trainer `compute_loss` API mismatch vs tensor mask shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are well supported by the packet titles: issue:43827 \u2194 issue:44509 (same docs/pipeline removal bug) and issue:43872 \u2194 issue:44291 (same `_is_hf_initialized` / `init_empty_weights` TypeError). The other soft-edge rejections are phrased cautiously and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834" + ], + "prepared_review_unit_hash": "4018b61d8a5c1c487d14b14caa0b57ac0af5f99bc2abbe2f0fd3bafba1ead3aa", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: the items span unrelated model-loading, attention, training, and tokenizer regressions. I only see two true duplicate-like pairs: the transformers v5 custom model initialization regression (43645/43646) and the siglip2-base-patch16-224 bad-output reports (38175/43994).", + "confidence": 0.83, + "canonical_issue_reason": "issue:43646 is the broader, cleaner statement of the v5 custom-model initialization regression; issue:43645 is the notebook-specific reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue because it states the underlying regression in a general, actionable way without narrowing it to Jupyter.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion during load and the other is gradient averaging with GAS; different bugs and fixes." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing appears in both, but one is LoRA checkpointing being ineffective and the other is a missing class flag on a trust_remote_code model." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they hit different models and failure modes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but one is Qwen3-Next with all params missing and the other is Qwen3.5 language_model weights; too model-specific to assume one fix." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: RLHF NaNs from 3D position_ids vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but they concern different models and errors." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error class, but no evidence of the same root cause; likely separate model/path reproductions." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both mention video, but one is a broad v5.3.0 regression across Qwen VL variants and the other is a StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but Voxtral error messaging and sleng-bert tokenizer loading are different issues." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight shape error vs image processor void segmentation maps." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and load paths; no shared underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention/linear_attention crash vs checkpoint loading failure; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support vs autocast dtype mismatch; different problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different regressions: Qwen2.5-VL rope scaling vs Qwen3_5Moe inv_freq materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an FSDP2 shared_kv_states KeyError and the other is a device-map mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage vs Whisper empty transcription handling; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption vs OCR index error; different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration vs MPS histogram limitation; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing exported class vs meta-device loading regression; different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure vs meta-device loading regression; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same v5 custom model initialization regression; the notebook report is just a narrower reproduction of the broader custom-model init bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile SDPA crash on Bamba vs flash attention illegal memory access on Qwen3.5; different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video inference StopIteration vs TRL SFT input-embedding unpacking; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import break vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping bug vs Gemma4 device mismatch; different subsystems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different models and symptoms; both are generic shape/runtime errors but no shared root cause." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same siglip2-base-patch16-224 output regression; one reports zero probabilities, the other nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 `_is_hf_initialized` regression and Kosmos2.5 OCR index error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted near-duplicates are the clearly related Transformers v5 custom-model initialization reports (43645/43646) and the siglip2-base-patch16-224 output regression reports (38175/43994); the other pair rejections are cautious and supported by 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": 21, + "review_unit_index": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43425", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43644|issue:43645", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:43425|issue:43957" + ], + "prepared_review_unit_hash": "3d8af0154bbb4f7e9c879d43829d2ced4d9b9c23e24bf26cb2cafc6a1eef5b61", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36411, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab bag of distinct Transformers regressions, with only a few true duplicate pairs around the same concrete bug. The strongest duplicate groups are the non-persistent buffer initialization regression, the resize_token_embeddings propagation bug, and the repeated BERT loading failure reports.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44488 is the best representative issue here: it is a concrete, user-facing loading regression, has a direct follow-up report (issue:44451), and is broader/more established than the earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is the strongest global issue candidate because it most clearly captures a real duplicate pair and has the best combination of breadth and discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures in different code paths: ZeRO-3/BertModel indexing versus add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both mention BertModel-related failures, but the underlying bug reports are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation complaints, but they target different models and different validation surfaces." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping registration and mask shape IndexError are unrelated bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload behavior, but one is dequantized model device mapping and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a zero-probability runtime issue and the other is a documentation/example error with additional quantization problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer regression in Transformers 5, just reported under two titles." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model stacks and failures: Qwen3 MoE LoRA loading versus BitNet packed-weight unpacking." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3/Qwen3-MoE related, but the concrete failures and triggers differ." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and Strix Halo mmap/OOM are separate issues." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same BERT loading regression on different models, with 44488 as the broader follow-up report." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA loading and resize_token_embeddings propagation are different problems." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key regression." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load regressions, but they affect different model families and likely different root causes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but the docs/example issue also includes quantization failures and is not clearly the same underlying bug as the nonsensical-output report." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume math and SGD optimizer-arg handling are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Shared Transformers 5 context is too broad; one is buffer initialization junk, the other is Jupyter custom-model initialization." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory usage and quantized offloading behavior are different issues." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is Qwen3 MoE training efficiency and the other is int4 quantization OOM in Transformers 5.x." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3-VL weight-shape mismatch are unrelated model-loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and GLM-4.7-Flash unit-test loading do not share the same root cause." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor serve crash are distinct failures." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA model compatibility on Qwen3 MoE is not the same bug as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading/saving, but extra_state handling and unexpected _is_hf_initialized arguments are different mechanics." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the triggering conditions and code-path failures are different." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug, reported on two model variants." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device model loading are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The accepted pairs are well supported by title similarity and cluster metadata, and the rejected pairs avoid overclaiming when only broad thematic overlap is present. The canonical issue choice for issue:44488 is also reasonable given its discussion activity and the close 44451/44488 pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45812|issue:46315", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:45823" + ], + "prepared_review_unit_hash": "d297deeff14f51190a8914a58e4a854ddad4b743dbced83337cb8f5446355f79", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37960, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; nearly all soft pairs are related only by broad subsystem similarity, not the same concrete bug. The only clear duplicate-like subcluster is around `resize_token_embeddings` propagation to tied/output embeddings.", + "confidence": 0.36, + "canonical_issue_reason": "`issue:45292` is the clearest, most general representative of the resize-token-embedding regression; `issue:45276` and `issue:45335` look like narrower manifestations of the same fix area.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the most succinct and broadly framed report of the only near-duplicate issue family in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying complaints, but they concern different models and likely different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and failures: CUDA assert during device mapping vs cross-track token/embedding leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Docs/example errors for SigLIP2 vs an unrelated GLM5 issue; no shared underlying bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention model loading/tokenizer issues, but the affected models and failure modes differ." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA vs an Apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/offloading, but one is offloading failure and the other is increased reserved memory/OOM." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different models and problems: Gemma4 FSDP attention state vs Qwen config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated model-specific issues: Gemma4 FSDP key error vs Qwen3.5-MoE CPU offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batched inference leakage and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory issues, but the causes and subsystems are different." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/model-loading regressions with no concrete shared code-path." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to the mmap/OOM report." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP attention state are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both are about gradient checkpointing, but one is ignored with PEFT LoRA and the other is an eval-mode restriction." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation bug; `45276` is a model-specific instance of the same missing update to output embeddings." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Checkpoint save/load `extra_state` handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict Granite config loading are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions with no shared underlying failure." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF gradient explosion from 3D `position_ids`." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is a permissions propagation issue and the other is wrong-module loading." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP attention-state rebuilding are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and checkpoint resume batch-size math are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load handling are not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and tokenizer performance regression are different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resizing propagation bug across architectures: both report `resize_token_embeddings` failing to update tied embeddings." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility and Phi MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch for one model and load failure for another do not look like the same defect." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and mmap/OOM are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to tokenizer output changing across versions." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex attention on new torch versions and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility and Gemma4 `device_map=\"auto\"` forward mismatch are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The resize_token_embeddings cluster (45276/45292/45335) is the only clearly supported near-duplicate family, and the other pairwise rejections are generally cautious and aligned with the issue titles. I don\u2019t see an overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:46050|issue:46326", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:43582|issue:43632", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:40990|issue:43421", + "issue:36032|issue:42915" + ], + "prepared_review_unit_hash": "a47c9c1f9bf57fe409a20d3e11f6d4e5040e04dc9188671147834f4f230144d6", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37700, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly distinct regressions or feature requests across different models and subsystems; the soft-linked pairs share broad themes but not the same concrete bug or fix. No duplicate cluster emerges here.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both relate to Transformers v5 model-loading regressions, but one is about `base_model_prefix` handling and the other about custom model init in Jupyter; different failure modes and fixes." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated problems: torch version incompatibility versus an image-preprocessor/model dtype mismatch for Mistral-3." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Both are crashes, but one is Qwen3.5 cache/group-type handling and the other is a template compilation error; not the same code path." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "One is a reproduction of another issue, but the topics differ: an isolated prior bug reproduction versus a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper `return_language` pipeline regression and MXFP4 quantization fallback are unrelated model/pipeline bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different areas: `torch.export`/`torch_compilable_check` versus Perceiver image classification with non-default resolution." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both involve runtime shape/path failures, but one is a video-input regression for Qwen VL models and the other is a generic mask/tensor index error." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Distinct failures: missing Float8 storage type versus template compilation on non-template nodes." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same bug as the mistral_common `continue_final_message` tokenizer bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "One is a docs/behavior mismatch for text classification; the other is documentation still referencing removed pipeline tasks." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized-model save/load corruption and mistral_common tokenizer state handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 model/pipeline outputs and `ModelOutput` key assignment with `None` are different bugs in different layers." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-method conflict and `gguf_file` breaking model/tokenizer loading are different loading regressions." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both affect Qwen3-VL/Qwen3VL loading, but one is a Moe-model version regression and the other is a weight-shape mismatch for a specific checkpoint." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init indexing error and compiled flex_attention failure on newer torch are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling is not the same as `from_config` not unwrapping `text_config` for composite multimodal configs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and tokenizer loading failure for a specific model are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is an EMBEDDIA tokenizer failure and the other is a Mistral regex patch crash; different causes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return regression and CamemBERT masked LM predictions are unrelated model-specific bugs." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "`extra_state` serialization and Qwen VL video-input regression are distinct code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading `cjvt/sleng-bert` and Mistral tokenizer regex patching are different tokenizer/model compatibility issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline `return_language` regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading via `base_model_prefix` and the other is non-persistent buffer initialization; different underlying bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation errors do not share a concrete failing code path." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structural inconsistency and Sam3 text encoder weights not loading are separate model-architecture regressions." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b and tokenizer runtime post-processor updates are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3Moe fine-grained FP8 failure are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:42915|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:42915|issue:44291" + ], + "prepared_review_unit_hash": "b82d389e8bc4bf26da74f810d7731125a8e5137c1423a00f52d66f0d67634bc4", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38378, + "estimated_input_tokens": 9595, + "estimated_eval_tokens": 19446 + }, + "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 and model-loading bugs. A few pairs are superficially similar (especially v5/model-loading complaints), but none are strong enough to treat as the same underlying bug with mergeable fixes.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different failures: AutoConfig fields missing vs Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking bug vs Qwen2.5-VL IterableDataset multi-image finetuning failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm torchdynamo tracing error is unrelated to template compilation TypeError." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission vs BACKENDS_MAPPING error for tensorflow_text are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image video/audio dataset bug vs mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is distinct from Qwen3.5 cache group-type crash." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode token skipping and the other is empty-transcription generation after alignment." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is not the same as custom model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loader breakage is plausible, but one is generic from_pretrained/gguf_file and the other is a specific model loading report." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both audio-feature related, but the titles point to different failing layers and symptoms." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute vs specific model loading failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized offload device_map failure is unrelated to Qwen2.5-GGUF loading." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs notebook custom-model init regression are different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation TypeError and GraniteMoEHybrid invalid-method call are different code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading failures, but on different models/tokenizers and with no shared concrete root cause." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency is unrelated to StaticCache seq_length return-type bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading issue and mistral_common continue_final_message bug are distinct." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio sampling-rate defaulting and MIMI padding-mask batching bug are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom model init regression is not the same as non-persistent buffer junk values." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and buffer-junk regression are separate failure modes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise issue is unrelated to the mistral regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and non-template node compilation failure do not match." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is incorrect tying and the other is inconsistent serialization by device." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute is unrelated to tokenizer loading failure for a specific model." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 bad results and OmDet-Turbo processor size mismatch are different model/processor bugs." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault loading Llava Next and Qwen3OmniMoe video ValueError are unrelated multimodal failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to StaticCache return-type contract violation." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-codec correctness bugs, but they involve different models and different missing pieces." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Specific model load failure vs Mistral tokenizer regex crash are not the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific model and crashing in fix_mistral_regex are different issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability failure is unrelated to OmDet-Turbo processor input-size mismatch." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights unexpected-argument failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:46209|issue:46326", + "issue:44479|issue:45325", + "issue:43632|issue:44756", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:43404|issue:45127", + "issue:40444|issue:45325", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:43525" + ], + "prepared_review_unit_hash": "f9546b8a7f01efe082c75d8100b87658dd3b00dc7bb66c822a65400a633236b4", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions. Only one soft pair looks like a true duplicate: `AutoTokenizer` ignoring `tokenizer.json` appears to explain the Granite wrong-token-ID regression.", + "confidence": 0.63, + "canonical_issue_reason": "`issue:44462` is the clearest root-cause report: it describes `AutoTokenizer` ignoring `tokenizer.json`, which is broad enough to cover the Granite token-ID failure in `issue:45812`.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44462` is the best representative issue because it states the underlying loading bug directly and is broader than the downstream Granite-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction vs compiled flex-attention; unrelated code paths." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific visual-encoder key issue; not enough to prove the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer `AddedToken` argument conflict vs a model-loading failure for a specific repo; different failure modes." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method-name conflict vs MobileLLM loading key error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure on Qwen3MoE vs a missing Float8 storage type error; different underlying issues." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference on B200 vs tokenizer `continue_final_message`; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "General video-input regression across Qwen VL models vs a still-image temporal \u0564\u056b\u0580position-id scaling bug; distinct multimodal paths." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "HF initialization flag regression vs mmap/OOM behavior on Strix Halo; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs CUDA assert during auto device mapping; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs Granite speech config loading; unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding-window issue; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is a missing tie in Mistral3 image-text generation and the other is LoRA merge collapse after vocab extension; different bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure vs still-image rope scaling; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs noisy loading output; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading regression vs non-persistent buffer initialization junk; different code paths." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens behavior; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Load-time noise vs tokenizer loading failure for EMBEDDIA/est-roberta; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but `_is_hf_initialized` and non-persistent buffer corruption are separate issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training vs Qwen2.5-VL multi-image IterableDataset failure; related model family, but different concrete problems." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Flex-attention compilation on torch>=2.9 vs remote_code loading regressions; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor update vs add_special_tokens not adding BOS/EOS; same general area, but different concrete bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction vs missing supports_gradient_checkpointing flag; different issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` arg with init_empty_weights vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure vs CLIPTokenizer max-length constant; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image finetuning; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention-3 training degeneration vs single-label num_labels=1 zero-loss behavior; different failure causes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Same tokenizer-loading path: ignoring `tokenizer.json` can directly produce the wrong Granite token IDs, so these look like one underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure vs missing `pad_token_id` on Llama4Config; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:43525", + "accept": false, + "reason": "Specific model load failure under transformers>=5.1 vs missing `pad_token_id`; different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only positive soft pair, `issue:44462` / `issue:45812`, is a reasonable duplicate candidate based on the titles, and the rest of the soft-edge rejections avoid overclaiming. The canonical issue choice is also defensible as the broader tokenizer-loading report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:45325|issue:45381", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "4ebaabb18230cac542a3256b27a08e7f82e59e0a047c2f3553d9542686e16e2c", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs and regressions. Only the two Qwen2.5-VL position-id reports look like the same underlying issue; the rest are thematic but not true duplicates.", + "confidence": 0.68, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the clearest concrete report of the Qwen2.5-VL rope/position-id regression and best represents the only likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Offloading/quantization load failure is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the install extra and the other is a tensorboard-only environment error." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error messaging and Apple Silicon allocator TypeError are different bugs." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Sam3 text encoder weight loading." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the init_empty_weights argument regression." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight sharing and Qwen3.5 visual-key serialization are different model families and failures." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching issues, but one is a missing padding-mask bug in MIMI and the other is a Gemma3 sliding-window NaN issue." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and video vision_position_ids regression are related only loosely, not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are different regressions." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling do not share the same failure mode." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TF backend packaging and PaddleOCR-VL loading in vLLM are separate dependency/model-loading problems." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL 5.3.0 position-id/rope-index regression affecting image and video inputs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and meta-device loading regression are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are different model-specific issues." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to dtype mismatch during inference." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position ids and Kosmos2.5 OCR index errors are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head tie and inconsistent lm_head.weight serialization are related only broadly, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-GGUF loading failure are separate regressions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index bug are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict granite_speech config loading are different compatibility issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are unrelated model-specific failures." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch 2.4.1 vs transformers 5.8.0 incompatibility are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offloading behavior and tokenization changes across versions are separate concerns." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted duplicate, issue:45325 vs issue:45381, is plausibly the same Qwen2.5-VL position-id/rope regression based on the titles and version context. The remaining soft-edge rejections are generally cautious and do not overclaim duplicate status from thematic similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:44991|issue:46291", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "03963af0848c8adeca403a34eefeb2c47278f2b73007e3183c4aab7e226d6654", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36855, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically broad but not duplicate-tight: it mixes tokenizer regressions, model-loading/device-mapping failures, quantization/offloading bugs, and a few unrelated model-specific issues. None of the proposed soft edges look like the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43873 is the broadest representative because it centers on offloading plus quantization, which is the nearest shared theme across several neighboring reports. It is still only a cluster representative, not a true duplicate root.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best global issue pick for this cluster because it captures the widest common failure mode (offloading/quantization) without being overly specific to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms: high perplexity on one model vs empty-transcription generation failure on Whisper." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and failure modes: Bark voice preset vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different code paths and model families; not the same concrete bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation API issue vs device-mapping CUDA assert; no shared root cause." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash and torch.export torch_compilable_check failure are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but the models and failure mechanisms differ too much to merge." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is not the same as DAC missing STE behavior." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying serialization bug and torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Model load failure and tokenizer load failure are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors and training with multiple images per prompt are not the same underlying bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one sliding window masking and slow token conversion are unrelated regressions." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask correctness and OmDet processor image-size mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization and dtype mismatch in bfloat16 inference are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen MOE weight conversion and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Config field missing in StableLM versus composite Qwen text_config unwrapping; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are offload/quantization themed, but one is dequantized-model loading on gpu+cpu offload and the other is a broader quantization offloading report." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model vs gradient checkpointing not taking effect are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched-vs-single MIMI output mismatch and Perceiver non-default-resolution failure are different model bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq save/load breakage are not the same code-path problem." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tie failure and packed-weight unpacking during accelerate loading are different issues." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope/indexing bug and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert during device-mapped Qwen3 loading and Llava Next segfault are different failures." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels version/revision import error are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage and non-persistent buffer junk initialization are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe fine-grained FP8 failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-mapping CUDA assert and flash-attention generation behavior are distinct model/runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization, but one is lm_head.weight inconsistency and the other is visual encoder key saving; not the same fix." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Loading a model versus loading a tokenizer; different failure points." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization memory/OOM regression and apex RMSNorm memory leak are separate memory problems with different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:43404|issue:45357", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43425|issue:46291", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:43316|issue:44913", + "issue:43540|issue:43782" + ], + "prepared_review_unit_hash": "25216e03998ed2720acd6f50131de9c1a8059263a11a0044b3ebbf19111f5c99", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly related by broad transformer-model regression themes, but the soft pairs are not true duplicates: they usually differ in model family, failure mode, or code path. No soft edge should be merged. The broadest representative issue is the generic tokenization-regression report.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45701 is the broadest representative: it describes a version-wide tokenization regression and already has multiple inbound references, making it a better cluster anchor than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most generally applicable issue in this set; its scope is wider than the other model- or feature-specific bugs, so it best fits a canonical representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on gpt-oss-20b is a concrete evaluation issue; the other is a broad tokenization regression. Different symptom and scope." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss kwarg breakage is a trainer API mismatch; 3d_parallel.py is a separate execution failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d in the pixel decoder while the other is missing text encoder weights. Different components and fixes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and different failure points: strict config loading vs tokenizer loading." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus dtype mismatches in inference; unrelated bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer custom loss signature breakage is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is a multimodal preprocessing issue, not the tokenization regression described in 45701." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is dtype remaining float32 after load; the other is incorrect max_steps on resume. Different trainer/model-state bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 device-map placement mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/offload behavior, but one is quantization offloading and the other is mmap-induced OOM on Strix Halo. Not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and packed-weight unpacking during accelerate loading are distinct code paths." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging extras missing TensorFlow backend is different from kernels v0.15 requiring explicit version/revision metadata." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "cudaErrorAssert with auto device mapping is not the same as failing to run 3d_parallel.py." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are related to serving, but they are different concrete failures." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizing, but one is OmDet processor output size and the other is Perceiver non-default resolution handling. Different models and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/NER padding crash is unrelated to image processor resolution mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 is not the same as a generic tokenization-change report, even if both mention tokenization." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload failure are different loading problems." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local model leaf directories is unrelated to save_pretrained permission propagation." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-compatibility issue, not the kernels dependency-revision error." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error is unrelated to the 3d_parallel.py runtime failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve GPT-style model execution, but one is an auto device-map CUDA assert and the other is a tensor-parallel-only GPT-OSS MoE issue." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a model config bug; kernels version/revision requirements are a dependency-loading issue." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "These are different config-field regressions in different model families: sliding_window vs pad_token_idx." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and recurrent-state reset with cache are distinct behavior bugs." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token-ID regression are both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct not persisting are separate config consistency bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only load error are different multimodal loading/processing failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43873|issue:45704", + "issue:45406|issue:45464", + "issue:41720|issue:43746", + "issue:44387|issue:45701", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:44625|issue:45479", + "issue:43531|issue:44589", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "7a74483ff537125371ed7dc015b453c8f4ac9f5b2a95f8c3d5788d3775fbee41", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35386, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated bug reports connected only by weak textual similarity. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template crash report; all other soft edges should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the earlier report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash described in issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest global issue representative since it is the only true duplicate-match in the cluster and has the clearest, most specific reproduction target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers, different failure modes, and no shared code path beyond generic tokenizer handling." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and errors; one is FP8 config loading, the other is a Llava Next segfault." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is a Granite token-ID regression; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Completely different subsystems: trainer API signature vs device-mapping CUDA assert." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated: Beit image-label reduction bug versus a glm-4v loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both mention tokenizers, but the bugs are distinct: slow/fast inconsistency vs T5 method-name conflict." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation-map handling is unrelated to BarkProcessor voice_preset." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different components and symptoms: metric gathering batch trimming vs SAM3 text/bbox behavior." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different areas: torch.compile/SDPA versus tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload-ish paths, but the concrete problems and models are different." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache Qwen3.5 crash and kernels dependency import failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offload behavior and T5 apex RMSNorm memory leak are distinct issues." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different crashes in different APIs/models: Gemma4Processor missing _tokenizer versus Qwen3.5 streaming inference failure." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model/load paths and different errors; no evidence of the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory regression under int4 quantization is unrelated to a tokenization-version-change report." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern multimodal config/weight handling, but one is incorrect visual encoder keys and the other is missing text encoder weights; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "One is a CPU-offload device mismatch during model loading; the other is a tokenizer special-token decode issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen configs, but they address different problems: sliding_window behavior versus unwrapping text_config in from_config." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Pure documentation/typo cleanup items, but they do not describe the same change or bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal token-counting undefined names are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with embeddings/past KV are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer configs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification configuration, but one is Qwen3.5 num_labels propagation and the other is a generic zero-loss problem." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to a Float8 storage lookup TypeError." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-padding=False crash; clearly the same underlying bug and mergeable as one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster summary stays conservative, and the one accepted pair (issue:44514 / issue:44545) is clearly the same reported crash by title. The other soft-edge rejections are suitably cautious given 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": 21, + "review_unit_index": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:43421|issue:43927", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:45704|issue:45923", + "issue:43381|issue:43844", + "issue:45704|issue:45859", + "issue:45663|issue:45923", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:42915|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "a3cffb914d346bc00d2b68e6ed2fea068d4501d617417e189029c5de56575fb2", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37083, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous cluster of unrelated bug reports across tokenizers, vision, multimodal, training, and config/loading paths. Only one pair looks like a plausible duplicate around offline tokenizer loading; the rest appear distinct.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue is a clean canonical for the whole cluster; the items span unrelated bugs, with only the offline-tokenizer pair looking duplicate-like.", + "canonical_pr_reason": null, + "best_issue_reason": "No globally representative issue stands out for the full cluster. If anything, 44843 is the closest anchor for the one clear duplicate-like pair, but it does not cover the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes; image resolution interpolation vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated bugs: optional post_init enforcement vs num_labels propagation in Qwen3.5." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: composite config unwrapping vs CPU offload incompatibility." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux crash is unrelated to the Qwen config unwrapping issue." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both tokenizer-related, but one is AddedToken argument handling and the other is a model-specific load failure." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is save/load losing custom IDs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: model loading failure vs image processor requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but warning noise vs incorrect saved visual encoder keys are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms; docs/example mismatch vs processor/model input-size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer SFT embedding unpacking and train/evaluate lifecycle failure are distinct issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL problems: weight_only load failure vs video position-id bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT checkpoint loading and quantized save/load corruption are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both report offline tokenizer loading failing from cache; 44843 pinpoints the likely root cause in _patch_mistral_regex/model_info()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak and missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode checkpointing restriction is not the same as ZeRO-3 gradient explosion." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 memory leak and Qwen rotary offload incompatibility are separate problems." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 device-map assert and T5 norm leak have different root causes." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding window bug and Jupyter custom-model initialization breakage are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure types; bad SigLIP2 outputs vs CamemBERT masked-LM regression." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token updates are unrelated to LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading do not appear to share a code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer patching, but one is a backend_tokenizer AttributeError and the other is a codec-handling regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example mismatch is unrelated to offloading not working with quantization." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel init error and audio fbank feature extraction are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but they describe different Qwen models and different failure points." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation processing bug and GenerationMixin import error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge, 42886\u219444843, is supported by the shared offline tokenizer/cache failure and the explicit _patch_mistral_regex/model_info() root cause in 44843. The rest of the pairwise rejections are appropriately cautious and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43322|issue:45685", + "issue:43716|issue:44008", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:43335|issue:43756", + "issue:43388|issue:46032", + "issue:30064|issue:36331", + "issue:43950|issue:45987", + "issue:41720|issue:44991", + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:43540|issue:45381", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "83ac19c87d1772fed70b3238c5119c803fc50da6020c237ec1cb3d771a1ee9ac", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36833, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, vision, training, cache, and model-loading regressions. None of the soft-edge pairs look like true duplicates of the same underlying bug/change, so this should not be deduped as one cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items describe many different failure modes across unrelated subsystems, so any single issue would be a poor representative.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is suitable as a global representative because the cluster is not centered on one concrete bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Both are numerical/model bugs, but one is BitNet accelerate-loading and the other is DAC latent decoding; different code paths and fixes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; unrelated subsystems." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction issue vs tokenizer mapping failure; no shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/SDPA-like behavior, but one is Bamba torch.compile with SDPA and the other is generic inference dtype mismatch; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long OCR input index error; different failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error vs Gemma3n variable-name collision in forward(); unrelated code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field regression vs RTDetrV2 output drift in v5; different models and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword conflict vs failure to load a specific tokenizer model; not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and bugs: Bamba SDPA/compile issue vs DAC missing-STE mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "General input validation error messaging vs classification-loss degeneracy; only loosely related by model validation." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver image classification resolution bug; distinct components and fixes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird mask-token registration issue vs DAC latent/forward mismatch; no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig trust_remote_code missing fields; unrelated areas." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs MPS histogram op not implemented for Int; completely different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio mask attribute collision; unrelated issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech; different causes." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info call in tokenizer regex patch vs backend_tokenizer attribute crash in the same patch family, but the described failures are different bug manifestations and fixes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Smollm3 RoPE-layer mismatch; not the same model logic." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation vs Mamba2 use_cache correctness; different runtime paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch; no overlap in underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption vs StaticCache get_seq_length return-type bug; different APIs and fix scopes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert vs tokenizer load failure for a specific model; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different-output regression for Pegasus vs incorrect masked LM predictions for CamemBERT; separate model-specific behaviors." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading AutoImageProcessor from URL vs template compilation error; different subsystems." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update feature vs Whisper batch_decode skip_special_tokens bug; not the same change." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation issue vs Video-LLaVA temporal-attention/weight-sharing bug; distinct models and defects." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/example errors vs Kosmos2.5 long OCR index error; only broadly vision/OCR-related, not duplicate." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs qwen2.5-vl video vision_position_ids bug; same general family but different concrete failure points and fixes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after token alignment vs Kosmos2.5 long OCR input index error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44186|issue:44442", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43720|issue:45072", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45372|issue:46326", + "issue:43262|issue:43819", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "e4015acdf0211e2711709779979662ed417a05000e73072e40d3a9b92abf667d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous tokenizer, model-loading, multimodal, and docs bugs. Only one soft edge looks like a plausible duplicate pair; the rest are too broad or clearly different code paths.", + "confidence": 0.71, + "canonical_issue_reason": "issue:28218 is the clearest concrete symptom report in the only plausible duplicate pair; issue:29159 is broader and reads like a more general description of the same tokenizer inconsistency.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative issue here because it is open, specific, and user-facing, while the rest of the cluster does not form a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different bugs: LayoutLMv2 tokenizer NER/padding crash vs AutoTokenizer failing to load a specific tokenizer." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model/runtime failures: weight_only loading error vs flash-attention generation issue." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading, but one is non-persistent buffers after v5.0 and the other is FSDP CPU RAM efficient loading; not the same code-path." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are CI/model inference mismatches, but they affect different models and different failure modes (CPU offload device mismatch vs bf16 dtype mismatch)." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue about removed translation pipelines; the other is a nonsensical output bug for SigLIP2." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but they are distinct models and distinct input-processing failures." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset bug vs GenerationMixin import failure." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: mask shape IndexError vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different issues: BLIP2 dtype not propagating vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs mentioning removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point at tokenizer behavior inconsistencies around token insertion/spacing; the broader slow-vs-fast inconsistency report plausibly covers the specific extra-space symptom." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related to remote-code breakage, but one is is_torch_fx_available removal and the other is broader sys.modules/modeling_utils behavior changes." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated API issues: StaticCache.get_seq_length return type vs return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different model-loading problems: packed-weight unpacking in BitNet vs bf16 dtype mismatches in unrelated models." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different symptoms and paths: processor output size mismatch vs inference dtype mismatch." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "One is a CamemBERT masked-LM regression; the other is a broad complaint about tokenization changing across versions." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention removed pipeline tasks, but one is an error message and the other is documentation; not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen multimodal bugs with different failure points." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different hardware/backend crashes with different stacks and failure causes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different AttributeErrors in different components: tokenizer regex patching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated issues: pip extras dependency omission vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/DAC code paths: chat-template sampling-rate default vs from_latents forward mismatch." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: BarkProcessor bug vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different regressions: unsafe sys.modules access vs CLIP text model structure change." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token registration vs MXFP4 quantization falling back to bf16." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative overall. The accepted pair (issue:28218 / issue:29159) is a plausible tokenizer-behavior duplicate based on the titles, and the other soft-edge rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:44060|issue:44368", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43650|issue:43906", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:46421|issue:46424", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43454|issue:43577", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "33da1165d3715326c22b1d98776812ec2498ed972f2a651f57dc99d3e1d3b2bd", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35718, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning loading, quantization, cache, processors, and model-specific regressions. I do not see a true duplicate/merge group among the soft pairs; most are only superficially similar by subsystem or symptom.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45020 is the broadest, most representative regression report in the set: it describes a general breakage in recent Transformers versions affecting models that rely on `remote_code`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single anchor for the cluster because it captures a high-level, user-facing compatibility regression rather than a model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading regressions, but one is a MobileLLM key error and the other is a broad remote_code regression; different failure modes and likely different fixes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated bugs: one is a Beit label-reduction bug, the other is RTDetrV2 output divergence." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different issues in different layers: compilation error vs tokenizer max_length default." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tied-weights warnings, but one is a specific incorrect parameter tying bug and the other is a generic warning during LoRA fine-tuning; not clearly the same fix." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond being correctness bugs; label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different models and code paths: video token counting bug vs stale auto_mappings reference." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different concerns: float8 storage lookup vs unwanted torchvision dependency." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a placeholder issue title, the other is a reproduction of a specific upstream bug; not the same underlying problem." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both affect loading, but one is gguf handling across AutoTokenizer/AutoModel and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: ZeRO-3 index error during training setup vs evaluate-after-train failure." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated quantization/model bugs: SDPA compile failure in Bamba vs MXFP4 load fallback in git-oss-20b." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different processor/model behaviors: local PEFT checkpoint loading vs Whisper batch_decode option handling." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both can lead to OOM, but the causes are different: int4 reserved-memory growth vs a specific video model consuming too much memory." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "One is an import path change for GenerationMixin, the other is a notebook custom-model initialization regression; not the same code-path." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Same family, different defects: weight conversion under accelerate+deepspeed vs sliding-window handling in Qwen3-MoE." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems entirely: BitNet packed-weight loading vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific load/generation problems, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model behavior: zero probabilities in SigLIP2 vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs in different components: Qwen3-MoE sliding-window handling vs PIL backend dependency detection." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and Trainer compute_loss signature mismatch are separate API regressions." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy init causing recompilation and the other about `max_cache_length` only applying to quantized cache; different fixes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different model/documentation/quantization issues; one is a SigLIP2 example bug, the other is MXFP4 loading behavior for git-oss-20b." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but in different functions and with different failure semantics; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio processor issues: sampling-rate defaulting vs batch_decode honoring `skip_special_tokens`." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-loading bugs in different architectures: AyaVision weight tying vs Blip2 dtype handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Completely different issues: Qwen3 MoE weight conversion vs GPT-oss-20b out-of-memory." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:44062|issue:44991", + "issue:43540|issue:44479", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:43742|issue:44291", + "issue:24643|issue:29159", + "issue:44987|issue:45907" + ], + "prepared_review_unit_hash": "844fbe8fbcf65634585b0bdc91ddf2083fc26a77db94fad55f5a8f9bf37dcc6f", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37330, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs, with one clear subcluster around Qwen video-input regressions in v5.3.0. I only merged the pairs that appear to describe the same underlying video-processing bug family; the rest are false positives across different code paths and models.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the best representative because it describes the broad Qwen video-input regression affecting multiple model families, and it matches the most convincing soft-edge neighbors in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest cluster anchor: it is a concrete, versioned regression with the broadest scope and the clearest overlap to other video-input reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different loading paths and failures: missing fields from trust_remote_code config vs. unwrapping text_config for composite multimodal CausalLM config." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same Qwen video-input regression class in the multimodal token/vision-video path, and the titles point to the same code area rather than separate bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an internal token-counting bug and the other is a batched video-processor shape problem; these are different failure modes." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated issues: trainer token accounting vs. unusually high perplexity on a specific model/dataset." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they concern different models and different concrete errors; not enough evidence of one underlying bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency issue vs. trainer state token counting; different subsystems and symptoms." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: FSDP CPU RAM efficient loading vs. disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen loading issues, but one is accelerate+deepspeed MOE weight conversion and the other is a shape mismatch for a specific VL model." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Distinct tokenizer regressions affecting different models and different mechanisms (special token insertion vs codec handling/warning behavior)." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: FineGrainedFP8Config vs. a key error for MobileLLM-125M." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights argument handling vs. PIL/image processor dependency requirements." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "No meaningful overlap: Qwen3Moe FP8 failure vs. loading AutoImageProcessor from URL." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model-loading bugs with no shared concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different models and failures; one is FP8 config handling, the other is an extreme model_max_length issue." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs being dropped on save/load is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and an AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regression classes: RTDetr output differences vs. Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and a broad tokenization-version-change report are not the same underlying issue." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors; too broad to call the same bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Bus error on MacOS CLIP model loading vs. trainer token counting; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 issues and different failure points: auto device mapping CUDA assert vs. video input processing ValueError." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs. import failure for a specific model class; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantized model loading is unrelated to CLIP tokenizer max length." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both are the same Qwen video-input regression family in v5.3.0, with one report broad across Qwen video models and the other a specific vision_position_ids manifestation." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Generic AddedToken argument conflict and a tokenizer loading failure for a specific model do not look like the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they concern different models and different errors; not enough evidence they share one fix." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found import error and a Llama Vision model loading regression are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs. a PEFT version requirement bump are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different CI/load failures with no shared code path: model loading regression vs. list_repo_files not forwarding revision." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are plausible members of the same Qwen video-input regression family, while the rejections mostly avoid overclaiming shared root causes across different models and subsystems. The choice of issue:44479 as the canonical anchor is reasonable based on its broad v5.3.0 video regression title and its overlap with the accepted neighbors." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399" + ], + "soft_pairs": [ + "issue:28282|issue:29127", + "issue:43577|issue:45072", + "issue:42915|issue:43749", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44291|issue:44821", + "issue:43493|issue:43994", + "issue:43257|issue:43756", + "issue:44737|issue:45588", + "issue:34567|issue:36331", + "issue:43582|issue:43782", + "issue:43526|issue:45479", + "issue:44062|issue:45081", + "issue:43404|issue:45987", + "issue:27957|issue:28282", + "issue:44913|issue:46121", + "issue:44792|issue:44964", + "issue:43906|issue:45381", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45357|issue:45920", + "issue:45405|issue:45600", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "cf314d89686c5bc8a1ea099f7c31b90254424e2543c0980464b1abe6df12b91d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36190, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers bug reports across different models and subsystems. None of the soft pairs look like the same underlying defect, so they should stay split. If one issue must serve as the anchor, issue 43749 is the strongest representative because it has the broadest impact and the most discussion/references.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43749 is the most central and well-connected item in this mixed cluster, with multiple inbound references and substantial discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best single issue to anchor triage because it describes a cross-cutting loading failure and has the strongest evidence of broader impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: PyTorch import/dependency detection vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and code paths; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8/Qwen3MoE loading failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend package dependency issue vs a model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Separate vision-model bugs: unexpected zero probabilities in SigLIP2 vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX parity and the other is bad AutoModel/pipeline outputs; not clearly one fix." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen/Smollm issues: MOE weight conversion under accelerate+deepspeed vs RoPE-layer dropping." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and CustomTrainer compute_loss signature are different training bugs." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading failure." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is separate from single-label-classification zero-loss behavior." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken argument collision and Mistral regex patch backend attribute crash are different failures." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying issue is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to a PyTorch ImportError on AutoModel." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE/config handling, but one is reload losing rotary_pct and the other is JSON list type handling during validation." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are different multimodal issues." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Generic reproduction of another issue is unrelated to Qwen2.5-VL video vision_position_ids miscalculation." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex patching." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch RoPE/Qwen3.5-adjacent areas, but one is missing RoPE layers and the other is a registration/decorator crash." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen2.5-VL temporal position scaling are different models and different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF file handling for tokenizer/CausalLM is unrelated to sleng-bert loading failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder save_pretrained bug is unrelated to AutoTokenizer producing wrong token IDs across multiple models." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unreleased PEFT version bump is unrelated to removed Sam3LiteText config references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is a different config-loading problem than Qwen3_5MoeVisionConfig strict-field dropping." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43697|issue:45216", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:30064|issue:33666", + "issue:43452|issue:44843", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:43688|issue:43749", + "issue:43452|issue:43577", + "issue:45372|issue:46170", + "issue:28282|issue:33357", + "issue:44936|issue:45823", + "issue:43906|issue:46202", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43295|issue:45356", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "06578af5df1362ab1ec15925683c06397b5855fcc12b5cb1c99a58221cf04572", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36663, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly heterogeneous, with a loose cluster around v5/tokenizer/save_pretrained regressions, but none of the soft pairs look like the same concrete bug. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "45005 is the broadest representative issue in the list, centered on a v5 tied-weights regression; the others are either more specific manifestations or unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the most generally framed and likely to subsume related tied-weights regressions if any duplicate exists.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: BitNet packed-weight loading vs Perceiver interpolation/resolution handling." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/loading, but the bugs are different: num_labels propagation vs strict config rejection for granite_speech." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different problems: DeepSpeed training weight-shape error vs LayoutLMv3 box validation messaging." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 checkpoint save_pretrained correctness." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different paths: Gemma3 ZeRO-3 loading crash vs trainer evaluate-after-train behavior." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key/position-id serialization issue is not the same as sinq quantized save/load breakage." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is batched chat template padding and the other is video vision_position_ids." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related theme of tied weights, but not clearly the same concrete bug; one is device-dependent lm_head serialization, the other is broader translation-model tied-weight issues." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated: void segmentation map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different loader failures: gguf_file handling vs unconditional model_info() call in mistral regex patch." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different errors and layers: missing PyTorch dependency vs Trainer GPU broadcast NoneType failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Distinct bugs: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both concern model loading, but one is gguf/AutoTokenizer and the other is BLIP2 dtype propagation." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency failures: mistral_common ReasoningEffort import vs Windows/ROCm torch.distributed dependency." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated: PyTorch missing ImportError vs MacOS bus error with CLIP." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime contexts and symptoms: trainer lifecycle bug vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma/pipeline behavior, but there is no clear evidence they are the same underlying roundtrip bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer issues: BigBird special-token registration vs MLuke task AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions involving processor/tokenizer behavior, but the concrete breakages differ." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different topics: save_pretrained shard size question vs missing kwargs passed to cached_file." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated: zero probabilities in SigLIP2 vs processor.tokenizer regression." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but they are different missing-backend errors with different libraries." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special-token behavior, but the specific bugs and models differ." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different issues: BLIP2 dtype staying float32 vs RTDetrV2 output changes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated: slow/fast tokenizer inconsistency vs MacOS bus error." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is compiled forward chunking and the other is Qwen3.5 recurrent-state reset." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43531|issue:43742", + "issue:44514|issue:45290", + "issue:43646|issue:43749", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:45491|issue:46002", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:44977|issue:46209", + "issue:43742|issue:44821", + "issue:43504|issue:43720", + "issue:43577|issue:44554", + "issue:33666|issue:36010", + "issue:43577|issue:45588", + "issue:44466|issue:46050", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:43720|issue:43927", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "abe7bd906f64f1cebcf2efc5226a862020c0b98e69a1155d4083ef10de364f64", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37598, + "estimated_input_tokens": 9400, + "estimated_eval_tokens": 19056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer/config loading regressions, multimodal processor crashes, training bugs, and model-specific inference issues. None of the soft pairs looks like the same underlying defect with a single mergeable fix, so there is no safe duplicate canonicalization here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they fail for different reasons and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: Qwen3-MoE sliding-window behavior vs MobileLLM key error." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same `apply_chat_template` area, but distinct crash triggers and inputs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Separate MoE correctness bugs in different architectures and computations." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config field persistence bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and RMSNorm memory leak are unrelated failures." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different models and load-time behaviors; no shared underlying defect." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but in different components and with different triggers." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Related broadly to tokenization/model behavior, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model/runtime issues with no common code path." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are separate defects." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but compiled-forward inconsistency and flash-attention failure differ." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both hit `trust_remote_code` users, but they are different v5 breakages." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device-map assert on A800 is unrelated to chunked-generation compilation issues." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and token-count tracking are separate training bugs." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug vs FP8/B200 inference failure are distinct." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model loading key error and AutoImageProcessor URL loading are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure vs BitNet packed-weight handling are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are different issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Dtype-loading bug vs flash_attention aux-state crash are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but tied-weight serialization and sinq quantization are different defects." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Semantic-segmentation preset loading and Bamba compile/SDPA failures are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast error and Qwen2-VL multi-GPU training request are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF/pretrained loading breakage and ScandiBERT tokenizer/model loading failure are not the same defect." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet weight unpacking and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import shadowing are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and processor.tokenizer regression are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch and sinq save/load breakage are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46192", + "issue:46209", + "issue:46424" + ], + "soft_pairs": [ + "issue:43994|issue:46192", + "issue:33666|issue:36331", + "issue:43525|issue:43572", + "issue:44849|issue:46209", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44625|issue:46002", + "issue:28218|issue:33357", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:43334|issue:43572", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:45229|issue:45823" + ], + "prepared_review_unit_hash": "f0f03347cf8c4bbd0b278d1da4f5ce59c1410e47420af8a8bc3dbb5133d681d2", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37116, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span many unrelated model, tokenizer, config, and loading regressions. None of the soft pairs looks like a safe duplicate merge, though a few share broad themes (for example, v5 config regressions or Qwen/SigLIP2 family issues).", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the broadest single regression here: it describes a silent tokenizer corruption affecting all Granite models and has clear user impact, so it is the strongest representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: SigLIP2 wrong outputs versus a tokenizer kwargs/return_tensors handling issue." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different areas and failures: Qwen2-VL multi-GPU training versus CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are v5 padding-token config regressions, but they affect different models and different missing fields; not the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated issues: Qwen3.5 hidden-state behavior versus FP8 inference failure on B200." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different failure modes: dtype drift in evaluation versus auxiliary-loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: accelerate loading of packed BitNet weights versus tokenizer/task AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Both mention model/pipeline behavior, but SigLIP2 implementation mismatch and pipeline translation messaging are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: missing num_labels propagation versus NaNs in classification heads after checkout/init." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug versus a MacOS bus error when loading a CLIP model; no shared underlying code path is evident." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is documentation/example errors while the other is an implementation-vs-JAX discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different topics: Phi-4 multimodal loading versus an unreleased PEFT version bump." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden states output versus incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token insertion bug versus Granite token-id regression; same broad area, but not the same concrete issue." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: SigLIP2 discrepancy versus gradient blow-up with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Different issue types: SigLIP2 doc-example problems versus processor/tokenizer regression in v4.57.5." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both concern loading/tokenizer behavior, but one is a specific model load failure and the other is an offline-mode regression in _patch_mistral_regex." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma4 problems: missing mm_token_type_ids default versus multi-GPU CUDA OOM." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different bugs: video-input ValueError versus flash-attention generation issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different regressions: embedding dtype drift versus gradient instability under ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related, but one is custom model initialization and the other is serialization of tied weights; not the same code-path bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Different topics: compiled-forward chunked generation versus cache-length handling for quantized cache." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config attributes after v5-style changes, but they concern different models and different fields." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely unrelated: MacOS bus error on CLIP versus Qwen2-VL training." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different runtime failures: missing Float8 storage type versus flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE loading issues, but one is accelerate+deepspeed conversion and the other is generic Qwen3VL loading; not a single duplicate bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different config/model-init regressions: missing pad_token_id versus AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: import failure for a Qwen2.5 VL class versus a float8 storage lookup error." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different model components and symptoms: DiaConfig save/load corruption versus MLukeTokenizer AttributeError." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs: legacy-field loading failure versus CPU-offload device mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are initialization/config regressions, but one is missing pad_token_idx and the other is an unexpected _is_hf_initialized argument; separate fixes." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different compatibility problems in different modules; no shared underlying bug is apparent." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4 inference, but one is OOM in multi-GPU inference and the other is a PLE device mismatch during forward." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:43278|issue:43701", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:28218|issue:34567", + "issue:43844|issue:44964", + "issue:45406|issue:46121", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "c50cc905705dafa473a8007346fa398868ac8aa9bee0e2dd0d8077408ecea836", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35505, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; none of the soft pairs look like true duplicates under a strict same-bug standard. The most representative issue is the multimodal chat-template bug (#44521), but it is not a duplicate of the other candidates.", + "confidence": 0.93, + "canonical_issue_reason": "#44521 is the broadest, most actively discussed issue here and has the clearest ongoing user impact (multimodal `apply_chat_template` behavior). It is the best representative issue for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest cluster head candidate because it is open, has multiple inbound references, and concerns a concrete, user-facing multimodal template failure rather than a niche or one-off regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: dtype drift in evaluation vs a checkpoint-resume key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump / release-availability issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus test is not the same bug as the PEFT minimum-version mismatch." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as CLIP text-model structure inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading bug in BEiT segmentation is unrelated to BigBird tokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is a different code path from empty-transcription failure after `align_special_tokens`." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in Bark is not the same as a stale CI test in GraniteSpeech." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Nonsensical SigLIP outputs are unrelated to unexpected position-id keys." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior is different from broken save/load of a sinq-quantized model." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is not the same as quantized model persistence failure." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is different from a Sam3 LiteText memory overflow." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve, but one is a multimodal `.to` crash and the other is KV-cache indexing; different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after failed training jobs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-with-slash import warning is unrelated to GPU OOM for GPT-oss-20b." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior is not the same as trainer input-token accounting." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` is unrelated to rope-parameter list type handling." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is not the same as a trainer broadcast TypeError." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure is unrelated to a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness when head dims differ is not the same as a PyTorch version check bug in flex attention import." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export support for GeneratorExp is unrelated to SigLIP zero-probability outputs." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing default `mm_token_type_ids` for text-only fine-tuning is not the same as a PLE device mismatch during forward." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages without content; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:45381|issue:46209", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43295|issue:43873", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:44466|issue:45127", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:42490|issue:43493", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:44792|issue:45563", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:41720|issue:46209" + ], + "prepared_review_unit_hash": "814514b7bc1976e7083f8c4dd54813b4935ce5fc6863026158b00d255fe58c3b", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36462, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely a false-positive similarity group: most items are unrelated regressions, import errors, tokenizer/processor bugs, or model-specific failures. I did not find any soft pair that clearly represents the same underlying issue, so no duplicate merge is warranted.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43295 is the closest thing to a representative bug report here because it is a concrete, well-scoped regression with decent detail/activity, but the overall set is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the most representative high-signal issue in the list, but it should be treated only as a loose exemplar rather than an umbrella for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: a missing internal flash-attention symbol import versus a meta-device model loading regression." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation/discrepancy bug and checkpoint resume key mismatch are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batched padding crash is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation state update after sync_gpus is unrelated to the Qwen3.5 output_hidden_states regression." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device_map=\"auto\" device mismatch is a different bug from text processor kwargs handling." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as batched video shape handling." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug and FP8 inference failure on B200 are distinct model/hardware issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "These affect different multimodal paths: custom processor/tokenizer regression versus OmDet-Turbo processor input size mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and offloading/quantization behavior are different underlying problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example/model-processor mismatch is not the same as return_tensors precedence being ignored." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness on mismatched head dims is unrelated to Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both mention loading-related breakage, but one is a config field regression and the other is a meta-device model-loading bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/classes and different models." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn backend import handling on Python 3.13 is unrelated to the tensorflow_text BACKENDS_MAPPING error." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse after vocab extension are different symptoms and fixes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to the CLIPTextModel structural change." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model/runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure and DeepSpeed ZeRO-3 gradient inflation are different training/runtime bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to tensor-parallel OOM during Qwen2-57B-A14B-Instruct loading." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL still-image rope scaling are distinct multimodal bookkeeping issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "They share a missing pad_token_id symptom, but the affected model/config paths are different enough that this is not clearly one duplicate bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path import warning and SigLIP2 JAX-vs-HF discrepancy are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as the Qwen2.5-VL import error." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek tokenizer detokenization regression do not share the same underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label dropping and BeitImageProcessorFast reduce_labels truncation are different label-handling bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the stale num_return_sequences warning." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a specific zero-probability symptom and the other is a broader implementation discrepancy; not clearly the same fix." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing with tie_word_embedding=False." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "cudaErrorAssert on A800 with auto device mapping is a different problem from FP8 inference failure on B200." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45290|issue:46326", + "issue:45520|issue:46170", + "issue:44610|issue:44857", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:45127|issue:45245", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "daad55b14c05b72b690c9abb60a170c859b483ef4fabd1f06bbad275023545bf", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of distinct bugs and docs issues, not a true duplicate set. All soft pairs look superficially related by subsystem or API name, but they point to different code paths, models, or failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated bugs across import utils, chat templates, processors, model loading, training, and CI, so there is no real duplicate cluster to collapse.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: any one item would be an arbitrary representative rather than a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dtype drift in evaluation vs Qwen3 MoE memory usage." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different processor behaviors: label reduction vs return_tensors handling with text_kwargs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration vs a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both touch speech tokenization, but they describe different failures in different model classes." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and paths: audio chat-template sampling rate vs batched video output shape." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated issues: zero probabilities in SigLIP2 vs RT-DETR memory not released." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templates, but one is a tokenize=True crash with tool calls and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/platform problems: flash_attn key lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency failure." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision bugs: wrong processor resize output vs float16 AMP crash in a loss function." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model-loading regressions: unwrapping text_config vs CLIP text-model structure mismatch." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are multimodal chat-template bugs, but one is a batched padding=False crash and the other is all-zero assistant masks; not the same defect." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing utilities in import_utils; they are not the same removed symbol or code path." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipeline API changes, but they affect different docs and different deprecations." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech CI stale device override test." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported center arg vs empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model-specific helpers and failure modes; no shared underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are training-related vision issues, but one is an AMP/CUDA crash and the other is missing auxiliary losses." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated: SwitchTransformers config creates the wrong layer structure; Bamba fails under torch.compile with SDPA." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing flash-attention import symbol; the other is a broad Torch 2.10 compatibility issue." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading regressions, but they concern different mechanisms and models." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device-mismatch on CPU offload is unrelated to qwen3_omni_moe feature-length calculations." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate problems." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "A v4/v5 output regression in Pegasus is unrelated to recurrent-state reset logic in qwen3_5." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different default/None-handling bugs in separate multimodal and flash-attention code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse and category-count overflow are unrelated failures." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing names and different modules." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different areas entirely: torch.compile/SDPA model bug vs GraniteSpeech CI test flake." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:43335|issue:43504", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:45290|issue:45381", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:45459|issue:46234", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:28218|issue:32090", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:43701|issue:45083", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "9c4814659d41d6967dc3b91c56261becada391f2adbd752a64ea2600be81be40", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37329, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and does not form a coherent duplicate cluster. Only one soft pair looks like an exact duplicate: the two Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is an exact duplicate of 45478 and the earlier report of the same Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest representative for the only true duplicate pair in this set; the rest of the issues are unrelated and do not support a broader canonical cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC.from_latents/STE mismatch vs position-id key warnings." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/dtype issues, but they affect different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve Beit, but one is sparse-layer config creation and the other is legacy preset loading." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the pipeline translation error message." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error clarity vs Trainer _gpu_broadcast_one NoneType handling." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention offload/flash-attention, but the failing code paths and symptoms differ." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crash with tool calls is unrelated to Qwen2.5-VL vision_position_ids." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors vs BeitImageProcessorFast reduce_labels behavior are different issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same bug report: identical Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example issues are unrelated to generic position-id key warnings." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading failure and GraniteSpeech CI device-override flake are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: Pegasus output changes vs Deepseek tokenizer correctness." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking via protobuf import is unrelated to a missing import-utils symbol." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to GraniteSpeech CI flakiness." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model components and symptoms; not the same underlying defect." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are loading/initialization issues, but they concern different models and causes." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to LwDetrImageLoss AMP crashes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path warning and GLM-4.7 model-load test failure are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: AMP crash vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs regression is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issue and multi-GPU CUDA OOM are different failure classes." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference on B200." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall: the exact duplicate pair 45310/45478 is clearly supported by the packet (same title and same Qwen3.5 MoE from_pretrained regression), and the summary does not over-claim a broader cluster. The false soft-edge verdicts are phrased cautiously as different bugs/code paths, which fits the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:27957|issue:34689", + "issue:44857|issue:45588", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:43412|issue:45588", + "issue:44448|issue:44466", + "issue:45372|issue:45406", + "issue:43976|issue:45440", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:44361|issue:45198", + "issue:42490|issue:43873", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "e3a1bce9c6108e41be27b20946ee20e3b2c51ec913af3d5cde7cde568656f9eb", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose similarity cluster, not a true duplicate cluster: the issues span unrelated models, loaders, tokenizers, attention paths, and memory/runtime failures. No soft edge is strong enough to merge as the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the broadest and most representative standalone issue in the set, with the highest apparent discussion/inbound activity and a general loading/offloading theme that is closer to a central cluster anchor than the many highly specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue representative because it is broad, active, and ties to a common infrastructure problem class (quantization/offloading/memory behavior), even though the rest of the items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/script-related failures, but one is a Python 3.13 torch.jit parsing issue and the other is a missing decorator/registration bug in Qwen3.5; different code paths and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warnings and tensor-parallel OOM on Qwen2-57B are unrelated failure modes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Generic DistilBertModel failure and torch.jit GeneratorExp export limitation on ViT are distinct issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "A missing flash-attention utility import and a model-loading failure for a specific repo are not the same underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one loses custom token IDs and the other restores the wrong custom module; separate defects." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "API removal breaking trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and an undefined-variable multimodal token bug are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both involve model loading and attention features, but they target different models and different breakages." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and a flash-attention s_aux=None AttributeError are different runtime paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory pressure, but one is quantization/offloading behavior and the other is a specific multi-GPU inference OOM on Gemma4." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-map cudaErrorAssert and CUDA OOM are different symptoms with different likely causes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate() are not the same code-path problem." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval/training dtype mismatch and gradient-checkpointing-in-eval are different behaviors." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention integration crash are separate failures." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "An AttributeError in flash_attention integration and a Gemma4 device mismatch during forward are not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export problems and flash-attention integration errors are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output behavior and inconsistent serialization are related to v5 behavior but are not the same concrete issue." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma4-related, but one is a missing dependency import and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape change and Trainer _gpu_broadcast_one TypeError are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different model subsystems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality limit and a stale warning in paged generate() have no common underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and deepspeed Adafactor OOM are different runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers, different crash modes, and different affected tasks; not a duplicate." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in feature extraction and Qwen VL video regression are separate bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for local paths and quantization/offloading behavior are not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and SigLIP2 docs errors are different problems, one runtime and one documentation/example-related." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:29127|issue:34567", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:43066|issue:44462", + "issue:45459|issue:45712", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:42915|issue:43931" + ], + "prepared_review_unit_hash": "2ab49ca1bf75fcc75ac3ad1776cd013886862684377f84b3308b0797bc39ac3e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous Transformers issue bundle rather than a true duplicate cluster. The soft-similarity pairs share keywords or subsystems, but they do not appear to describe the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue really fits this set because the reports span unrelated bugs; the closest thing to a representative item is a concrete, user-facing tokenizer-loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue representative is the most self-contained and actionable bug report; the rest are mostly model- or subsystem-specific and not duplicate-alike.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different areas: LayoutLMv3 error messaging vs TrainerState token counting." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "One is a dummy Conv2d in Sam3PixelDecoder; the other is RT-DETR memory not being released." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Loading via base_model_prefix and rope-parameter JSON handling are unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a Qwen3Moe FP8 failure and the other is quantized model saving." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos token config mismatch vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to SigLIP2 bad AutoModel/pipeline outputs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the concrete failure modes differ and are not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf missing is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to Qwen2 loading OOM." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but RT-DETR GC leaks and Sam3-litetext overflow are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import error from mistral_common is unrelated to tokenizer protobuf error masking." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad inference and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are not the same as Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and resume_from_checkpoint key mismatch are separate training issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and DeepseekV3MoE divergence from remote implementation are not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLMRoberta support and the other is failing tests." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation drift is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and Sam3-litetext memory overflow are different symptoms and code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are unrelated image-processing bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2Tokenizer NER padding/truncation crashes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 and embedding reinit after resize are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 loading OOM and checkpoint resume key mismatch are different problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning and gradient-checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is model/tp loading and the other is int4 quantization memory regression." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:27957|issue:29127", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:27957|issue:33290", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:44062|issue:45907", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "ba1c197cf768e52f08100cb975353f8dd727d59be017668eee78412226f7e39b", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36290, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct bugs/regressions in different subsystems or model families, and none of the soft pairs look like true duplicates of the same concrete underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated loading, generation, preprocessing, optimizer, and config bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative regression in the set, affecting custom model initialization across models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components and failures: BEiT image processor label reduction vs LwDETR loss crashing under float16/CUDA." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen variants and bugs: missing pad_token_id on a text config vs sliding-window recurrence reset." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated code paths: rope-validation TypeError vs rotary-pos-embedding registration decorator failure." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different problems entirely: flash-attention generation regression vs category-count limit error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs Laser/feature-extractor unsupported-center crash." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation/attention failures: compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window all-padding cases." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different subsystems: XLM-RoBERTa Flash Attention 2 support vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different model paths and bugs: Qwen3_5 recurrent state reset vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file vs flash-attention sink-less-model AttributeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "One is Flash Attention model support, the other is Adafactor OOM in DeepSpeed; no shared underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is a broad v5 custom-model-init regression and the other is a specific patchtsmixer post_init API rule change." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed vs a model-loading regression for Llama 3.2 Vision; unrelated failures." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication vs list_repo_files revision forwarding are unrelated utility bugs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM and embedding reinitialization after resize are distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Training memory usage vs TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading behavior are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer vs Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE divergence are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 vs zero-loss classification with num_labels=1 are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning vs Qwen3_5 recurrent-state reset; different areas and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both concern config APIs, but the described discrepancies are not clearly the same missing attribute or failure mode." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment semantics are different underlying problems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing import_utils symbol; no common bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are version regressions, but they affect different loading paths and failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug vs tokenizer loading failure; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs metrics label dropping are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load vs incorrect save_pretrained checkpoint for Qwen3.5 are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy vs Qwen video-input regression; different models 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": 21, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44617", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45290", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + 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modes." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows for custom models, but one is dequantized model saving and the other is wrong custom-module selection after save_pretrained; not the same underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is cache lazy-init causing recompilation; different root causes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading broken vs Qwen3-VL weight-shape mismatch; unrelated loading problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config persistence issues, but one loses fields with trust_remote_code and the other resets rotary_pct on reload; different model/config paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal config APIs, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen; not mergeable as one fix." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen family vs chat-template crash on tool-call assistant messages; unrelated features and code paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing failure in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow; completely different failures." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an image-classification script vs unrecognized-model config loading; different subsystems." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague request and a Gemma pipeline roundtrip tokenization bug are not the same underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions around pipeline/processor behavior, but one is processor.tokenizer/images handling and the other is an error message about translation support; different fixes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Nested-list output change in top_k pipelines vs missing PyTorch import error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; no shared code path." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; different bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is trust_remote_code cache-path collisions and the other is max_cache_length handling for quantized cache; not the same defect." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution problem vs tensor-parallel OOM loading Qwen2-57B; different failure modes." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load vs key error loading MobileLLM-125M; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support in XLMRoberta vs NoneType broadcast error in Trainer; unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 vs missing transformers.onnx module; unrelated issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 dtype mismatch between preprocessor and model; different problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs CUDA OOM in Sam3Video; same family, but not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "v5 processor/tokenizer regression vs Gemma eos_token_id mismatch; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + 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A couple of pairs share broad subsystem vocabulary (cache/chunked prefill, save/load, config fields), but they still describe different concrete failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the broadest, most representative open report: it covers broken custom-module resolution after save_pretrained/from_pretrained, has the strongest discussion activity, and overlaps loosely with the other load/save-related item in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best overall issue candidate because it is open, broadly applicable to custom model loading, and has the most active discussion/inbound references among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but they are different model families and different failures: Qwen3OmniMoe video-input handling vs Qwen2.5-VL batched chat-template padding." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/API complaints, but the concrete problems differ: Gemma3TextConfig API inconsistency vs granite_speech being blocked by strict config loading." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and different bug classes: OmDet processor image-size mismatch vs sam3-litetext memory overflow." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "No shared underlying bug; ESM2 is a model breakage report, while janus test failure is a separate image-generation regression." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both mention generation/token IDs, but Gemma-3 eos_token_id config inconsistency and Whisper empty-transcription failure are distinct code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same family name is not enough: one is a weight-tying bug in Mistral3ForConditionalGeneration, the other is a FlashAttention failure in Ministral-3." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated issues: patchtsmixer post_init policy vs a v5 non-persistent-buffer initialization bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different failure modes and surfaces: Fuyu tensor conversion exception handling vs Trainer import failure tied to datasets." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare-except tensor conversion bug is unrelated to the Windows/ROCm torch.distributed import problem." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model state/config after changes, but Gemma eos_token_id mismatch and sinq quantized save/load corruption are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different multimodal pipelines and symptoms: video-classification processor lookup vs SAM3 vision encoder missing attribute." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading failures, but one is a gguf/from_pretrained path issue and the other is an unrecognized model_type/config.json problem." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 initialization breakage vs a specific GPTNeoX rotary_pct persistence bug; related area, not the same issue." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but they affect different models and different behavior: CLIPVision hidden_states vs Qwen VL video-input handling." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated topics: LoRA merge with extended vocab causing collapse vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs in different training losses: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Both involve config/backend compatibility, but StableLm pad_token_idx regression and missing tensorflow_text backend registration are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/state machinery, but one is missing cache during chunked prefill and the other is recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Different products and symptoms: Sam3Video OOM vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are load/save issues, but BEiT legacy preset loading and wrong custom-module resolution after save_pretrained are not the same concrete bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different transformers serve crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated backend/import issues: undefined tf backend from tensorboard-only install vs missing falcon_mamba_ssm availability helper." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill and cache, but one reports missing cache in v5.0.0 while the other reports lazy-init recompilation; different observable failures." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Both are config-field regressions, but they affect different models and different missing settings: Llama4 pad_token_id vs Qwen3-MoE sliding_window." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and paths: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different domains and failure modes: Qwen2.5-VL video vision_position_ids bug vs sam3-litetext memory overflow." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Same general MoE/regression theme is too broad; CLIPVision hidden_states and router load-balancing loss are unrelated concrete issues." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but a stale warning for num_return_sequences is not the same bug as Whisper failing on empty transcription after special-token alignment." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44521|issue:45381", + "issue:44464|issue:45563", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:25251|issue:27957", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "e5b90b5d9db4a8c720234c94cd2380a32680764873ea3873f0b4ef17248b9ddb", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35181, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the candidate pairs span unrelated bugs in model loading, config handling, generation, docs, CI, and example scripts. None of the soft edges are safe to collapse into one duplicate group.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: Janus image-generation test vs Sam3LiteText auto-mapping/CI break." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 non-persistent-buffer initialization bug; the other is GPTNeoXConfig reload losing rotary_pct." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different models and code paths: Qwen3-VL shape mismatch vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loaders and symptoms: example-script local dataset issue vs multimodal model load failure." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit on resize is unrelated to the local-path trailing-slash import warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parse error in DebertaV2Model is unrelated to flash-attention crashing on s_aux=None." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems: video-input regression in Qwen VL models vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to the 2^24 category-count runtime limit." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same family name, but different model variants and likely different memory causes; too broad to merge." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to the OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant_mask construction and the other is vision_position_ids for qwen2.5-vl video input." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked-generation inconsistency under compile is unrelated to the stale num_return_sequences warning." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent-buffer junk filling is a different bug from rotary_pct resetting on reload." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version support breakage is unrelated to the DebertaV2Model IndentationError." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy change is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile+SDPA failure in Bamba is unrelated to the image-classification example local-dataset issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer loading ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to serve-side KV-cache continuation indexing." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI, but they concern different stale references in different models/modules." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import_utils helper." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to the example-script dataset loading failure." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug is unrelated to the bare-except KeyboardInterrupt swallowing issue." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different bugs: empty multi-label results vs local dataset loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43295|issue:45276", + "issue:45276|issue:45584", + "issue:44938|issue:45542", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:45632|issue:46421", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:43650|issue:44220", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44186|issue:44734", + "issue:43479|issue:45375", + "issue:44683|issue:45446", + "issue:43643|issue:44496", + "issue:43673|issue:46424", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44016|issue:44220", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46123|issue:46369", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:42907|issue:43441" + ], + "prepared_review_unit_hash": "855bbc891532d9a82cdbce666a4c4710bc341858367f15ec3463f8ff823d6f8a", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36072, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related by Transformers API/regression themes; the paired issues mostly describe different models, components, or failure modes rather than the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44246 is the broadest and most representative of the set\u2019s general import/regression theme, but it is still not a true duplicate anchor for the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 has the widest scope and highest discussion activity among the candidates, making it the best single representative issue for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embedding/resize behavior, but they are different bugs in different code paths and models." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: token embedding resize vs Whisper empty-transcription handling after special-token alignment." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python version load failure and missing TensorFlow backend are unrelated dependency problems." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config validation paths: Llama head_dim rules vs rope-parameter JSON list handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is cache lazy init causing recompilation." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is about TensorFlow not being included in a torch install extra; the other is a generic dependency issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and empty-transcription generation are completely different failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both mention tied weights, but one is model-specific lm_head tying and the other is a save_pretrained regression." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No shared bug surface; this looks like a stray/nontechnical issue versus an audio feature extraction bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one is slowness and the other is unsafe sys.modules access." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports with no common underlying code-path." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash and KV-cache continuation indexing are distinct code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config defaults/fields, but one is default initialization and the other is strict-field dropping." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention breakage on torch>=2.9 is not the same as a version-check bug for AuxRequest import." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code and unrecognized model_type are different config-loading problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache absence and max_cache_length being ignored outside quantized cache are different cache bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure and auto_mappings stale references/CI breakage do not describe the same issue." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and symptoms; one is a unit-test loading problem, the other is a general latest-transformers load failure." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the fbank feature extraction issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device override and model loading are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and model memory overflow are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-load failure are not duplicates." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessor label reduction and pipeline docs behavior mismatch are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure and FlashAttention failure in Ministral are distinct model-path problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46209", + "issue:46234", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:45372|issue:46234", + "issue:43299|issue:45216", + "issue:44792|issue:46424", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:46082|issue:46399", + "issue:43650|issue:46209", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:44279|issue:45405", + "issue:41950|issue:45020", + "issue:43295|issue:44779", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44351|issue:45278", + "issue:39692|issue:43901" + ], + "prepared_review_unit_hash": "5739e3405151239b93f628e0c356bceb5f6b65cb1add861dc5c8bf0645d96a26", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues (imports, model-loading regressions, tokenizer bugs, docs, and a few training/inference edge cases). There are no PRs here, and the soft pairs do not appear to be true duplicates of the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella item (recent-version regressions affecting remote_code models), but the cluster is heterogeneous and does not form a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single representative of the cluster\u2019s general regression theme, but it should not be treated as a true canonical duplicate for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different failures: processor/tokenizer regression with images vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading error is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-specific crash and the other is an s_aux=None AttributeError in sink-less models." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument TypeError are distinct bugs." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing imports in different subsystems: Gemma processor loading vs falcon mamba availability helper." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model loading regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is not the same as cache max length being ignored outside quantized cache." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to an unrecognized model config error." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different failing modules." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing failure during chunked prefill is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different model-loading paths: unrecognized config vs missing text_config unwrap in composite Qwen configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and tie_word_embeddings warnings are distinct issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head_dim validation and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder data request is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained checkpoint issues do not match." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Zero-probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to Gemma processor import failure." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss and Gemma 4 mm_token_type_ids are different model-training bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A transformers dependency problem is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakage." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Deepseek tokenizer output changes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading and Qwen3.5 visual-encoder key saving are different code paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different root causes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache import is not enough to treat this as the same bug as a broad import-error report." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "A SigLIP2 example with multiple errors is unrelated to a docs mismatch about return_all_scores." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44521|issue:45325", + "issue:41950|issue:45823", + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43450|issue:44279", + "issue:43650|issue:46132", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:44261|issue:44263", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:43441|issue:44683" + ], + "prepared_review_unit_hash": "f2d99915d9072d61d264d7676da37e5ddf552ba50d39762c70333bbeacccaf45", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformer v5 regressions, tokenizer/model-loading bugs, processor/config issues, deepspeed training behavior, packaging, and docs. The soft-similarity links are mostly superficial and do not look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated bugs across tokenizers, multimodal processing, config, deepspeed, packaging, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most active/referenced node, but it is not a true duplicate hub and should not be treated as a canonical merge target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-related, but one is about all-zero assistant masks and the other about temporal position_id scaling; different code paths and fixes." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor selection and Gemma4 device-mismatch during forward are unrelated bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config problems: multimodal defaults vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation on 2.9 and TensorFlow packaging/backend availability are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support regression and a bumped PEFT dependency are separate release issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json and Mistral regex patch crashing are different loading paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same bug as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code-path." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batched-shape bug and a vague dependency issue are not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files missing revision forwarding are separate repository-loading bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not propagating are different weight-handling problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral and a long-OCR index error in Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized saving failure and dequantized loading with device_map=auto are distinct quantization/offload issues." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save-file omission and a Chinese report about filtering slowdown are not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-related, but they target different stale-reference problems in different files." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor under deepspeed and optimizer.step being called twice are not clearly the same underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "A q_a_layernorm precision/config issue and torch.split return-value handling are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer output regression are different components and fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer v5 loading issues and ESM2 breakage are different model/loading problems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version support are separate dependency/release issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and incorrect SigLIP2 predictions are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure and compiled flex_attention failure are different attention-kernel problems, not one duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44734", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44779|issue:45292", + "issue:44336|issue:46424", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "319e88a167032d5f793c72a1a35bc5f1334825790f0d3fa814c04ed3db60d7d8", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36900, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are unrelated bug reports spanning imports, model loading, cache handling, pipelines, docs, and testing. None of the soft pairs look like true duplicates with the same underlying bug/change, so I rejected them all.", + "confidence": 0.46, + "canonical_issue_reason": "issue:44521 is the most concrete and actionable standalone bug report here: it is open, has multiple inbound references, and describes a specific multimodal apply_chat_template failure with clear behavior to fix. There is no strong duplicate cluster, so it is the best practical canonical issue for this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative issue overall because it is current, well-scoped, and tied to a core user-facing API with observable broken behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different subsystems and failure modes: generation cache during chunked prefill vs CLIP hidden_states output." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention apply_chat_template, but one is an audio sampling-rate default bug and the other is a multimodal assistant-mask bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save/load metadata mismatch is unrelated to gemma-4 Zero3 from_pretrained loading." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export and Python 3.9/3.10 compatibility are different problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different models and code paths: Llama4Config pad_token_id vs glm-4v-9b loading." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4 config field absence and AutoConfig trust_remote_code missing fields are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time issues, but one is sentence-transformers missing nn and the other is TensorFlow backend handling." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to the Python version support issue." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to ANSI color output in loading_report." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration both involve decorators, but not the same underlying bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing-utils xdist race and stale num_return_sequences warning are different concerns." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency is unrelated to an unrecognized model/config.json model_type error." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to gemma-4 Zero3 loading." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI terminal handling and a wrong position_ids docstring are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission in one model family is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and sys.modules access safety are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across versions and the other is a Qwen3VL-MoE loading regression; not the same concrete fix." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and fbank feature extraction are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma-3 eos_token_id inconsistency do not share a concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing exports from transformers, but they are different symbols with no evidence of a shared root cause." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI loading-report output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation tensor indexing and max_cache_length handling are different cache bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal color output and cache-length configuration have no shared underlying bug." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "One is a missing auxiliary-loss path; the other is an AMP/CUDA crash in LwDetrImageLoss." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46431" + ], + "soft_pairs": [ + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:46291|issue:46399", + "issue:43901|issue:45003", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:45412|issue:46123", + "issue:45375|issue:45759", + "issue:44561|issue:46399", + "issue:44877|issue:45375", + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44483|issue:46202", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "c9623ebb04864d6bb0c7f1059ccd9613c1847212c58c63c9c5fbfab4f0e6e3a3", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36525, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of distinct Transformers bugs/regressions across unrelated subsystems. None of the soft pairs look like the same underlying change or defect, so all soft edges should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44479 is the clearest representative bug report: a concrete v5.3 video-input regression affecting several related Qwen model variants, with a well-defined scope and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest standalone issue to anchor on because it is broad, specific, and directly describes a concrete regression in a shared code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated problems: position_ids buffer handling vs. a slowdown after upgrading Transformers." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM 3, but one is a missing output attribute and the other is a memory overflow in a different model variant." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Same general Qwen family, but different failures: CPU offload incompatibility vs. kernel registration crash." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Completely different areas: missing Qwen2.5 VL import vs. DeepSpeed/BERT zero3 index error." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch kernels, but one is an external kernels dependency change and the other is a Qwen3.5 rotary-pos-emb registration bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs. unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron Flash Attention unsupported error vs. a generic Flash Attention 2.0 issue; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache bug and removal of is_torch_fx_available breakage are different code paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaulting to zeros." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading vs. sys.modules access safety are distinct failures." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed/ZeRO3, but the reported symptoms and likely root causes differ." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs. slow import issue; no shared defect." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and batch-finalization logic are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing vision config field and the other is from_config unwrapping behavior." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Breaking trust_remote_code from a removed helper is not the same as a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and Qwen config field dropping are unrelated config problems." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MOE histogram MPS dtype error is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for a specific model/package and protobuf-decoding error handling are different concerns." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weights/embeddings, but one is tied-weight serialization and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 multimodal token defaults." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a gemma-4 zero3 loading bug and the other is a double optimizer-step issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque pop error and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression vs. Windows ROCm distributed import/type error are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen/SAM model families and different video-processing failures." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. ESM2 breakage are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions request validation and Gemma roundtrip tokenization failure are different bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44869|issue:45356", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:43701|issue:44749", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:42371|issue:45092" + ], + "prepared_review_unit_hash": "57216a432441ce494149f742da12c41f497938cafcdb1f2bfa4764ee8b58bcdf", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35575, + "estimated_input_tokens": 8894, + "estimated_eval_tokens": 18044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a broad false-positive similarity bucket rather than a duplicate set: it spans unrelated issues in loading, tokenization, generation, config, cache, model-specific regressions, and environment/import failures. No soft edge should be accepted.", + "confidence": 0.9, + "canonical_issue_reason": "Issue:43646 is the broadest v5-related regression in the set and the closest thing to a hub, but the surrounding issues are mostly unrelated, so it should not be treated as a true duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 43646 is the most general and central; however, it only covers a narrow slice of the items and is not a good duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer-cache loading failure and multi-GPU CUDA OOM are different bugs with different code paths." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer-cache crash and flash-attention s_aux=None AttributeError are unrelated failures." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is not the same as a flash-attention generation bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker config mismatch are distinct SAM 3 issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are different warnings in different subsystems; one is config advice, the other is a paged generation warning bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech config strictness and Windows/ROCm torch.distributed import problems are separate environment/config issues." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache returning a tensor and LlamaConfig rejecting head_dim are different API/validation problems." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same bug as a LoRA tie_word_embeddings warning." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows/ROCm torch.distributed import issue." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Diverging attention kernels under torch.compile and cache lazy-init recompilation are different cache/compilation regressions." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline dropping the final partial batch are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are similar area-wise but not the same concrete failure." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrading Transformers are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained and a double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement character and Kimi tokenizer codec handling are different model/tokenizer bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer slowdown after upgrade and deepspeed calling optimizer.step twice do not share a root cause." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom model initialization breakage and ESM2 being broken are separate model-specific regressions." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is not the same as a tokenizer performance regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation-kwargs update and chunked-prefill cache-missing are both generation bugs, but not the same concrete defect." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated API issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a Gemma-4 ZeRO-3 from_pretrained failure are not enough evidence to be duplicates." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite operations and different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated model/subsystem issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute and trust_remote_code AutoConfig missing fields are different remote-code failures." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Sam3 vision encoder attribute loss and Qwen2.5-VL video vision_position_ids are unrelated model-specific bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch not found ImportError and SentenceTransformers loading hang have different root causes and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and image_utils nonexistent import are both import issues, but not the same missing symbol/module." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning and old InternVL2 remote-code/meta-init incompatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310" + ], + "prepared_review_unit_hash": "ba06df8f9d4d8f145c409346184b0a8c6eb34f2a6358a2c5ab22608a1f03bdfa", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36912, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers issues. There are a couple of exact duplicate reports, but most soft pairs are only superficially similar and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor because it is a concrete, reproducible regression report and has an exact duplicate counterpart (45478) with the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative issue in this set: specific scope, clear failure mode, and an exact duplicate exist nearby, making it the most suitable cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same general model family, but different bugs: a missing config field vs a from_pretrained load regression." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma4, but one is a processor attribute error and the other is a pipeline/tokenization roundtrip failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config pad_token_id absence are unrelated failure modes." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are different code paths and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration crash." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a from_pretrained regression and the other is a config-field omission." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeErrors, but they affect different components and root causes." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are the same reported bug with the same title: Qwen3ForCausalLM VRAM leak across multiple dataloader threads." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A model-load failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different regressions." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to torch.compile attention-kernel branching." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve MoE/FP8-adjacent areas, but one is save_pretrained on FP8 and the other is a from_pretrained load regression." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect pipeline-parallel output and an infinite-loop image bug are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention masking and final partial-batch result dropping are different pipeline/model bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen and versioning, but the model variants and failure modes do not match." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import regressions: GenerationMixin versus AutoImageProcessor." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync kwargs bug is unrelated to the janus test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and a pytest-xdist file race are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label handling and xdist captured_info.txt races are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy preset loading failure and xdist file contention are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend install issue is unrelated to a missing image_utils import." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask behavior and MoE load-balancing loss gating are separate model bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 and add_special_tokens BOS/EOS behavior are distinct changes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval and a ZeRO3 deque pop error are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading stall and embedding resize reinitialization are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the Qwen3.5 MoE from_pretrained regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The anchor choice is supported by the packet, the duplicate claims are conservative, and the soft-edge rejections mostly distinguish different failure modes rather than over-merging them." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:42222|issue:45200", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44016|issue:46231", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:27957|issue:30333", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:46209|issue:46431", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209" + ], + "prepared_review_unit_hash": "b2ee7b8c1c0552c676d649818d6d1fec0b31d9e34a60c001ac0aa83258615c6e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37083, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; the soft edges mostly connect superficially similar transformer/tokenizer/FP8/training bugs, but they do not look like the same underlying defect. No soft pair should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45812 is the clearest representative bug report in this mixed set: it describes a concrete, high-impact v4\u2192v5 tokenizer regression affecting all Granite models, with a specific observable failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best issue for triage because it is precise, broadly impactful, and regression-oriented; the other issues are either narrower, orthogonal, or only loosely related by subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to Deepspeed OOMs in Adafactor." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 multimodal token defaults are different model-specific bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug is unrelated to Whisper timestamp decode crashing." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is about clean_up_tokenization_spaces behavior and the other about Granite token IDs; different code paths and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization and ModelOutput key assignment are distinct internal issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2_5_VL missing export are unrelated import failures." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is about AutoTokenizer loading in v5 and the other is a model-specific add_special_tokens regression." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General tokenization behavior change and DeepSeek tokenizer regression are different bugs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in GLM46V processor and InternVL2 meta-init incompatibility are separate multimodal bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/readback bug and Deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments being ignored is a runtime optimizer bug, not a documentation typo." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer behavior regression vs Pegasus model output regression; not the same defect." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3.5-MoE issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer save_pretrained metadata mismatch are distinct serialization problems." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy class cleanup are different repository hygiene problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config save metadata and Deepspeed double-step behavior are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta and MLflow failure reporting are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are both save-related, but not the same object or code path." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLflow handling is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are separate issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and processor save_pretrained file omission do not share the same underlying bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect multimodal config defaults and junk-filled non-persistent buffers are distinct initialization bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting and CustomTrainer compute_loss signature mismatch are unrelated trainer issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5-MoE from_pretrained error are different regressions." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change across versions and FP8 inference on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44190|issue:46082", + "issue:44222|issue:44484", + "issue:44734|issue:46421", + "issue:44295|issue:44623", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402" + ], + "prepared_review_unit_hash": "7a9ffaf4477106e910be7c97e7162d1c4885ac431d5b1e56ce08e84bbb8ad724", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35554, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not represent one coherent duplicate set. The only plausible duplicate pair is the v5 tokenizer-loading regression (43723/44991); all other soft edges look like distinct bugs in different subsystems or models.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43723 is the best umbrella candidate because it states the broad v5 tokenizer-loading failure, which is the closest match to the only plausible duplicate pair in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 is the most representative issue here: it is broad enough to subsume a specific tokenizer-loading instance like 44991, while the rest of the cluster is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: SAM3 video encoder attribute error vs MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different packages; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer-loading regression vs flash-attention generation quality issue; unrelated code paths." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both concern config validation, but they are different checks on different configs and are not the same underlying defect." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one style reports, but they affect different models/components and do not look like one shared bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument crash and auto-docstring AttributeError are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both are generation/cache related, but one is a sync_gpus kwargs bug and the other is cache-length handling for quantized cache." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Saving FP8 MoE weights and max_shard_size behavior are different save_pretrained concerns." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache indexing crash vs cache lazy-init recompilation; different concrete problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug and missing processor save files are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split behavior vs InternVL2 meta-init incompatibility; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same as a RoPE implementation bug." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer-loading regression vs eos_token_id configuration inconsistency; different symptoms and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": true, + "reason": "Both describe v5 tokenizer-loading failures; 44991 looks like a model-specific instance of the broader regression in 43723." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated server/processor failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency trouble vs a pad() performance issue; no shared underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but one is about split outputs and the other about a missing ReLU; distinct fixes." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load of quantized models, but different quantization methods and failure points." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Completely different models and symptoms: loading hang vs zero probabilities." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0 vs a streaming window off-by-one; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs on checkout/init are different classification-head issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different classes/symbols and do not look like one shared defect." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy regression in FP8 vs Qwen3-VL-Moe bug; not the same problem." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model-type warning and SAM3 text-encoder weight loading are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is conservative. The only accepted soft edge, 43723/44991, is a credible same-bug/tokenizer-loading match, and the other rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43761", + "issue:43784", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:43479|issue:44913", + "issue:43761|issue:46082", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:42831|issue:45753", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:43122|issue:44521", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:43122|issue:46326", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "cb70cbd768e6da7372972bab4c5885772eac0cef6e22d7dad304a88aa5de77d8", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone issues across tokenization, config, import, quantization, generation, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug or change, so there is no strong duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42886 is the clearest concrete regression to anchor triage because it has a specific failure mode, version, and repro; however, the overall set is heterogeneous rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the best single representative issue because it is precise and reproducible (offline tokenizer cache loading regression), but it should not be treated as a canonical duplicate for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: multimodal config defaulting vs GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different code paths: CLIPVision hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime indexing/splitting bug vs a docstring wording issue; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping regression vs BOS/EOS special-token insertion failure." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and XLMRoberta FlashAttention2 support are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from huggingface_hub is not the same as broad v5 import breakages." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "FlashAttention2 model support issue vs sentence-transformers loading hang; different symptoms and causes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is unrelated to tokenizer decoder type selection in v5." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline bug vs quantized model saving failure." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and extra-space tokenization behavior are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tied-weights warning is not the same as a streaming mask off-by-one bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs multimodal infinite-loop behavior; different failures." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning on instantiation vs memory overflow in a different model path." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command vs import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer read error vs tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and AttentionInterface.register behavior change do not share a concrete root cause." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage in v5 vs NaNs in classification heads are different regressions." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are separate loader bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/behavior is unrelated to torch.split output handling." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; not the same issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang and MacOS bus error are different failure modes with no shared concrete bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized save failure vs pipeline parallelism output correctness are different problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift across versions vs multimodal assistant_masks all-zero bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset-mapping bug and failure to load cjvt/sleng-bert are not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single missing AutoImageProcessor import vs broad post-upgrade import errors are too different to merge." + }, + { + "left": "issue:43761", + "right": "issue:44373", + "accept": false, + "reason": "A CLIPVision forward regression is not a docstring issue." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm precision/config bug is unrelated to a docstring mistake." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43122|issue:44514", + "issue:43408|issue:43475", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:42673|issue:45072", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "ad0c029c9c7a4ca920560f3f8e3fdf856e028e09a99df3a46c074b02b5160d96", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35759, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives; these items span unrelated bugs across imports, tokenizers, model loading, chat templates, and training, not one duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is too heterogeneous to map to one underlying bug.", + "canonical_pr_reason": "No PRs present in the cluster.", + "best_issue_reason": "No issue is a strong global representative because the accepted-overlap signal is absent and every soft edge is a mismatch.", + "best_pr_reason": "No PRs present.", + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure for Ministrals/Devstrals vs GLM-5 generation config validation; different models and code paths." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError vs Sam3LiteText auto-mappings CI breakage; unrelated import/mapping bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism; different failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding to cached_file vs chat-template crash on tool-call assistant messages; different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Save/dequantization bug vs inability to load Phi-4 multimodal model; different model families and paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset_mapping regression vs multimodal assistant_mask generation; tokenization offsets are not the same bug as chat-template masking." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained error vs tokenizer_config tokenizer_class mismatch on save; different load/save issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label classification returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated example vs model-input bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs GLM-5 RoPE implementation; entirely different technical areas." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs flash_attention_3 degenerate training; config plumbing and attention-kernel bugs are distinct." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure vs position_ids buffer access error; not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression across versions vs batched apply_chat_template crash with padding=False; different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type warning vs missing fpn_position_embeddings attribute in vision encoder output; related family, but not one bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenization differences in v5 vs Deepseek-specific incorrect tokenization; too broad to be the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained error vs FP8 save_pretrained issue; load-time and save-time bugs differ." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized saving bug vs gguf_file loading breakage for AutoTokenizer/AutoModelForCausalLM; different serialization paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained checkpoint regression vs Qwen3.5 Moe from_pretrained error; same model family, but different save/load failures." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export; both import errors, but for different symbols and modules." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; import failure and tokenizer behavior bug are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "huggingface_hub missing is_offline_mode vs transformers missing HybridCache; different packages and missing symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example script multi-label classification issue; distinct workloads and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change in evaluate vs incorrect pipeline-parallel outputs; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing tensorflow in extras install vs Python 3.14 load failure; packaging/dependency issue versus interpreter compatibility." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF vs JAX discrepancy vs Qwen3_5 infinite loop on a specific image; unrelated model families." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs Deepseek tokenizer incorrect results; both tokenizer regressions, but not the same concrete defect." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import failure vs LayoutLMv3 error-message clarity; unrelated import and UX bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM with multiple dataloader threads vs dtype mismatch CI failure; different mechanisms and symptoms." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder load vs AutoProcessor kwarg forwarding; unrelated model loading vs processor plumbing." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing layer_type_validation import vs broad 'many import errors' report; 45278 is an umbrella symptom, not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config invalid vs GLM-5 RoPE implementation; same model family but different concrete bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "56e71963df02f4a9f7ffd4bc90e52bbc33c45d97a06a153b736d75b5eee26cde", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35703, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers v5 regression reports across unrelated subsystems. The only especially close pair is the two Qwen3.5 MoE `from_pretrained` reports, which look duplicate-like from the titles alone, but the metadata still does not prove a shared root cause. Issue:43122 is a reasonable representative tokenizer-regression issue, but the cluster as a whole is too mixed to treat as one bug.", + "confidence": 0.55, + "canonical_issue_reason": "issue:43122 is a reasonable representative tokenizer-regression report: its title clearly points to a version-dependent tokenization change, and it sits within the tokenizer-related subset of the cluster. I\u2019m not relying on unseen repro/body details.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue to keep because it is one of the clearest tokenizer-regression reports in the set and serves as a sensible anchor for that small subgroup, even though the overall cluster remains mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and padding-performance regression are different bugs in different paths." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading `base_model_prefix` failure and NaNs in classification heads are distinct symptoms and likely distinct causes." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty multi-label classification outputs and a SigLIP2 implementation discrepancy are different issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance is unrelated to a missing image-processor method." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Very similar Qwen3.5 MoE `from_pretrained` failures with identical-looking titles, but metadata alone does not prove the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and a PyTorch version-check bug are different problem classes." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a `save_pretrained` serialization issue and the other is a `from_pretrained` load failure." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored SGD args and `trainer.evaluate()` failing after `trainer.train()` are separate training bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output bug and pipeline translation messaging/docs issue are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 omni feature-length helper and flex_attention version checking are different subsystems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GenerationMixin cache handling are distinct issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but the loading regression and the Qwen3 offset-mapping bug are not the same concrete failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Offset-mapping correctness and Deepseek tokenization output changes are different tokenizer bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale warning about `num_return_sequences` are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping lookup handling and a flash-attention `s_aux=None` crash are not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention-mask/scaling problems in different models and backends." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leakage across dataloader threads and an isolated reproduction issue are only loosely related at best." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipelines and an import/version check bug are different issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape mismatch and missing `torchvision` crash are distinct failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and feature-extractor padding performance are unrelated subsystems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Tied-weight serialization inconsistency and NaNs after checkout/init do not appear to share a root cause." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument handling and `PretrainedConfig` type checking are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid generation config and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A packaging/version pinning issue is not the same as a PyTorch version check bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen-family load problems with different symptoms and likely different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression and noisy logging are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping-name handling and the Mistral regex patch crash are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is broadly plausible, but a few claims are too strong for the evidence available in the packet. In particular, calling issue:44038 and issue:45478 the \"same underlying bug\" is not well-grounded from the metadata alone; they are clearly similar, but the packet does not prove duplication. Also, the canonical/representative reasoning for issue:43122 leans on reproduction/body details that are not present in the packet. Please soften those verdicts and keep the summary more conservative, e.g. \"most likely duplicate-like pair\" and \"reasonable representative tokenizer-regression issue.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:39401|issue:43421", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44410|issue:45478", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "52cf101f77fbda400c12258bd6a023b52c547964b1e89a230d4660bfb266307d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35945, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer regressions, backend/config issues, model-specific failures, and performance/behavior bugs. None of the soft pairs looks like the same underlying issue with a plausible single fix, so there is no strong canonical duplicate here.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are not one bug family and the closest-looking pairs still point to different code paths or symptoms.", + "canonical_pr_reason": "No pull requests were provided in the cluster.", + "best_issue_reason": "No best representative issue: this is not a tight duplicate cluster, so any one issue would misrepresent the rest.", + "best_pr_reason": "No pull requests were provided in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a vague \"little bug\" and the other is a specific xdist race on captured_info.txt; not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and code paths (`layer_type_validation` vs `AutoImageProcessor`)." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "One is a testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; unrelated functionality." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage and a tensorflow_text backend mapping error are unrelated failures." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to a generic testing_utils bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and feature-extractor padding inefficiency are different code paths and symptoms." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs KeyError loading MobileLLM are unrelated model-loading issues." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3.5 inference is not the same as an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping bug and runtime post-processor update bug are both tokenizer-related but distinct underlying problems." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to the Qwen3.5 VRAM leak." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning and MLA rms_norm_eps precision issue do not share the same code path." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils and `_torch_extract_fbank_features()` are unrelated issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and an unrecognized model/config.json `model_type` error are different problems." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils and broad import errors after upgrade are not specific enough to treat as the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type issue and tokenization output differences are related to tokenizers generally but not the same concrete defect." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and a tensorboard-without-TF backend error are unrelated package/backend issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing layer projections in qwen3next and Qwen3.5 MoE from_pretrained failure are different model-specific issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior API warning and FineGrainedFP8 accuracy regression are not the same underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer.step called twice with deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning for bf16 models is different from model.dtype staying float32 after loading Blip2." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general request-acceptance failure and the other is streaming inference on Qwen3.5-0.8B; not the same concrete issue." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow missing from a torch install and broken vitpose models are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression classes." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation 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": 21, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46369" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:43673|issue:46123", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:44261|issue:44485", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43502|issue:43992", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "9e425f4e53b74e13853e24ee46aadf00204bf2d389b49431f7778b16b98d6f09", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37659, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are distinct model-specific regressions, import errors, or unrelated docs/tests issues. I did not find any soft pair that looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the best anchor because it\u2019s a broad v5 release regression with downstream impact, whereas most other items are narrower model- or subsystem-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most representative and highest-level issue in the set: a release-wide API removal/regression that plausibly sits near the center of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs in different multimodal models: missing image-patch helper vs missing rms_norm_eps in a layernorm config." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: PretrainedConfig type-checking regression vs TensorFlow backend import handling." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support paths." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading errors." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths: GlmMoeDsaIndexer torch.split behavior vs deepseek-v4 dtype/transpose logic." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission is unrelated to deepseek-v4 comb transpose behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family, but one is a weight-shape load mismatch and the other is missing attention projections." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but the models, versions, and failure modes are different enough to be separate bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen-VL/MoE loading problems with no clear shared underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings removal is a release API regression; gguf_file loading is a separate tokenizer/model-loading issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer misconfiguration is unrelated to config type-checking failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug and a testing utility bug are different code paths and symptoms." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a docs parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling in GenerationMixin and final-batch pipeline bookkeeping are separate bugs." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop generation on one image is unrelated to memory overflow in a different model." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a specific model load failure are not clearly the same defect." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "No meaningful overlap: torchvision-dependent processor crash vs shard-size behavior in save_pretrained." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: missing image patch count method vs torch.split return-value handling." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to a testing utility issue." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 MoE divergence and deepseek-v4 comb transpose are different implementation problems." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "No torchvision crash and missing ReasoningEffort import are unrelated import/dependency failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/epsilon issue in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings API removal is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal/regression is distinct from quantized model save/load corruption." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state corruption and Liger application with model_init are different training paths." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols from different packages and likely different causes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to missing embed_tokens.weight on UMT5Encoder load." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer mapping returning None are separate tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and missing deepstack_visual_indexes are different config/model-definition issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained failure is not the same as qwen3next layer-0 projection omission." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Flaky integration test from missing set_seed and noisy logging are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying bug is evident." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings API removal is unrelated to offloading/quantization behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:44380|issue:46132", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "59431ae160898bac43f0c230dbe02f076158a241ffcc45b9a9ee42e4fc27c224", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are all false positives; this is a heterogeneous set of unrelated import, training, model, backend, and warning issues rather than one duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path closely enough to consolidate.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative exists because the issues span unrelated failures across different subsystems and model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: evaluation breaks after training vs import-time Trainer conflict with datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: cached_file kwargs forwarding vs auto-docstring annotation introspection." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision for video AutoProcessor is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/loading problems, but one is a missing exported class and the other is a missing optional dependency." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to a bad BACKENDS_MAPPING backend name." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile+SDPA failure affect different models and paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 precision warning is not the same as the tie_word_embeddings warning." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging in v5 is unrelated to saving Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy PT object leakage is unrelated to a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and a Qwen3_5 image loop are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Config API removal is unrelated to noisy logging." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention 2 support gap is not the same as GPT2 attention scaling ignored under backends." + }, + { + "left": "issue:43976", + "right": "issue:43352", + "accept": false, + "reason": "Python version incompatibility is unrelated to a model-specific FlashAttention support issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 transpose behavior are different failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation has nothing to do with the Trainer import conflict." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and zero-loss classification bug are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Generic AttentionInterface register behavior change is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on MoE models and Qwen3.5 MoE from_pretrained errors are not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection is unrelated to Qwen2_5_VLProcessor batched padding crash." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging for pip install '.[torch]' is unrelated to a Trainer import conflict with datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash warning and bfloat16 precision warning are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning is not the same as a torch>=2.9 flex_attention failure." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: is_offline_mode from huggingface_hub vs Qwen2_5_VLForConditionalGeneration from transformers." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and making API requests despite local_files_only are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46202", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:46202" + ], + "prepared_review_unit_hash": "761607b7b3c05db5d856b202fe79e4c2cdf02fadbda4a393101a7b8da02c386c", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issues around v5 regressions, import/load failures, model-specific config bugs, and docs/behavior mismatches. I don\u2019t see any soft pair that clearly represents the same underlying bug or change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0'), so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, high-signal issue here and best fits the overall v5 import/regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "One is a CI break from stale Sam3LiteText auto-mappings; the other is a noisy logging message. Different bug classes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL/Moe, but one is a loading bug and the other is fp8 inference support; not the same concrete defect." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different problems: custom-module reload after save_pretrained versus a deepseek-v4 tensor transpose issue." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing versus GPT2 attention scaling ignored under SDPA/FlashAttention are separate code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden_states; distinct missing outputs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "An API request acceptance regression is unrelated to chat template crashes on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to a Trainer import conflict with datasets." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage is not the same as a generic state_dict-sorting load error." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but they are different failures." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size missing and SAM 3 Video missing fpn_position_embeddings are unrelated model-specific attribute errors." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type issue and FP8 inference on B200 are unrelated regressions." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation are different model/configuration issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token embedding resize bug and bidirectional attention mask bug affect different mechanisms." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as pipeline serialization failure." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different dependencies: transformers.generation vs huggingface_hub." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix load failure and pipeline save_pretrained failure are distinct serialization/load paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention 2.0 support and GLM-5 GenerationConfig validation are unrelated model-specific bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Both are attribute/config issues, but Gemma3Config vocab_size and patchtsmixer post_init allowance are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A generic load error with sorted state_dict is not the same as Qwen3.5 checkpoint corruption on save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility for 5.1.0 and Python 3.14 load failures are different environment/version regressions." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention mask bug and LlamaConfig head_dim validation are separate config behaviors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support limitation for NemotronH and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config lacks vocab_size, while Llama4Config lacks pad_token_id; similar shape, but different models and fixes." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and Qwen3.5 checkpoint save regression are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but for different models and different fields." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args not used in optimizer code and Trainer import conflict with datasets are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update decoration and broad import errors after upgrade are different issue areas." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file loading errors and Python 3.13 torch.jit script parsing errors are different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic sorted-state_dict load error and Gemma pipeline roundtrip failure are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "020e1b4ae0f443f97ad3bb476c062223778daeed01725a7dff62a4d41ceccc0d", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37116, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many items are about unrelated loading, model-specific, CI, performance, or API-regression topics. I found no soft pair that looks like the same underlying bug/change with a plausible single-PR merge path, so all candidate edges are rejected.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the clearest standalone bug report in the set (offline loading still making API calls), but it is not a duplicate center for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different failures: a general state_dict loading error vs a Qwen3.5 vision config field being dropped." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-related breakages, but one is Python 3.14 import failure and the other is PretrainedConfig type-checking; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import slowdown, but 41669 is a specific import-* cleanup proposal while 44246 is an intermittent import performance complaint." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated: Gemma3Config missing vocab_size versus FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to xdist races on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A no_grad decorator change for cache updates is not the same as a broad 'too many models break' complaint." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained problems, but they involve different models and different missing/error paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict loading error and incorrect save_pretrained visual-encoder keys are different directions of failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init validation rules." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No-grad decoration for cache updates is unrelated to a Python-version compatibility issue." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM on a specific model are different concrete problems." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP regressions: attentions field assignment vs model structure inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and float16 CUDA crash in LwDetrImageLoss are unrelated bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3 implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline API calls and AddedToken special-argument duplication are unrelated loading/tokenization bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding issue is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "One is a seed-driven integration-test flake; the other is a stale GraniteSpeech device-override test." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility across versions are related only at a broad level, not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is different from checkpoint reload failure after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on MoE is not the same as missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated code changes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command in v5 and AttentionInterface.register behavior change are separate CLI/API issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different export/import regressions." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline loading making API calls is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan and Qwen3.5 from_pretrained error are model-specific but not the same concrete failure." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a post-upgrade data-processing slowdown." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training and tokenizer loading regression do not share the same underlying bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing is unrelated to a missing deepstack_visual_indexes field in vision config." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad decoration is not the same as _update_model_kwargs_for_generation after sync_gpus." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only API leakage and FP8 save_pretrained behavior are different loading vs saving issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers load hanging and confusing forward docs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43576|issue:44938", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556" + ], + "prepared_review_unit_hash": "edf4b57a04afba782c8fb91d005ffe201c727a81cc700af12f0e1909d8a04255", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "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 set is mostly a noisy similarity cluster of unrelated Transformer regressions, import errors, docs issues, and model-specific bugs. I did not find any soft pair that clearly describes the same underlying issue.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45850 is the closest umbrella report: it broadly captures the theme of v5 breaking multiple models, which is the only common thread across the set. The other issues are narrower and mostly unrelated symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best representative of the cluster\u2019s loose theme because it is broad and generic enough to subsume many of the v5-regression style complaints, though it is still not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading regressions in v5, but one is Qwen3VL MoE-specific and the other is a generic checkpoint reload failure; different underlying bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The first is about unwanted API calls with local_files_only, while the second is an unrelated, underspecified issue with no clear overlap." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Accuracy problems with FP8 training are unrelated to a missing image-processor method causing an AttributeError." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after failed jobs is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are different failure modes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the other issue, which does not identify the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "One is about compiled Python files, the other about save_pretrained on Pipeline objects; different code paths." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both concern loading, but one is tokenizer loading and the other is Llama Vision model loading; not the same underlying defect." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in model_init has nothing to do with a DSA indexer missing ReLU." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error from huggingface_hub is not the same as a broken transformers env CLI command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env subcommand and a PretrainedConfig type-checking regression are distinct issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env CLI bug is unrelated to a specific model import failure." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion around forward arguments is unrelated to an ImportError for a missing symbol." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No evidence these describe the same bug; one is empty/unclear, the other is a Gemma audio positional encoding issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken CLI command is unrelated to Python 3.14 load failures." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different top-level import errors for different symbols; likely separate missing-export problems." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are about RoFormer, but one is kwargs passthrough and the other is attention-interface usage; related area, not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwarg handling is unrelated to the other issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "A GLM-5 RoPE implementation discussion is not the same as the other issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training does not match a BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are different model/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "A cache-missing runtime bug is unrelated to a typo in cache strategy naming." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained is not the same as an unspecified bug report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash may fit the broader v5-breakage theme, but it is a distinct model-specific failure and not the same underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issues are unrelated to TensorBoard/TensorFlow backend setup problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen/MoE/tensor parallelism, but they describe different model families and different concrete failures." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion script request are different changes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "The env CLI issue is unrelated to checkpoint reload failures after upgrading to v5.2/v5.3." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468" + ], + "prepared_review_unit_hash": "1273ea2cfb737f9561a9b2f07e8de97686a4861819c5a0b28baa61b6c8eaf09f", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39866, + "estimated_input_tokens": 9967, + "estimated_eval_tokens": 20190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly noisy cluster of unrelated Transformers issues. There are at least two believable duplicate pairs: 44556/45092 around v5 checkpoint-loading/meta-init incompatibility, and the stronger exact-title pair 45310/45478 about the Qwen3.5 MoE from_pretrained failure. The rest are only loosely theme-related.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45310 is the strongest canonical duplicate anchor because 45478 has the exact same title and they describe the same Qwen3.5 MoE from_pretrained failure; 44556/45092 is a separate duplicate-like pair, not the same one.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best overall cluster representative because it is a concrete, user-facing v5 loading/reload regression and is more descriptive than the broader noisy issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but bbox-output hallucination and an infinite-loop/image-specific failure are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from wildcard imports is unrelated to missing cache state in chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is specific and concrete; the other is a vague broad-breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both point to the same v5 checkpoint-loading/meta-init compatibility regression and could plausibly be fixed together." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific pad_token_idx regression is not the same bug as a broad 'many models break' report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy text is unrelated to broad model-loading breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are upgrade-related complaints, but one is import errors and the other is a vague generalization; not the same concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowdown from wildcard imports is not the same as a Qwen3_5 import failure." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Type-mismatch warning for sam3 models and Liger Kernel model_init behavior are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer metadata mismatch is not the same as a generic placeholder bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer error and a placeholder bug report are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch loading, but import slowness and lazy-loading failure are not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support gating and Qwen3-VL bbox hallucination are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwargs handling are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support mismatch is unrelated to Qwen3-VL bbox output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored and PretrainedConfig type checking are different bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both involve kwargs, but they affect different APIs and failure modes." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time slowdown and missing HybridCache import are not the same issue." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and a SequenceFeatureExtractor.pad performance regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import slowdown from wildcard imports has nothing to do with a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility issues are not the same as broad model-breakage complaints." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different symptoms in the same family: bbox output issue versus Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weights key handling are separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support mismatch is unrelated to a specific Qwen3_5 import error." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy loading not working are too broad to call the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic placeholder bug report is not the same as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and _get_tied_weight_keys AttributeError are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading regressions and scheduler kwargs handling are different areas." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI and Qwen3_5 import failure are different bugs." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose issue are not the same concrete defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import slowdown and VRAM leak in dataloader threads are different bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion is unrelated to a Llama model-loading breakage." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward documentation are not the same issue." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different implementation areas; not a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. In particular, the cluster is not limited to a single believable duplicate pair: issue:45310 and issue:45478 have the same title and are a much more obvious duplicate-like match than the narrative suggests. Because of that, the claim that 44556/45092 is the only believable soft edge is not fully grounded, and the canonical-anchor reasoning is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44938|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "39f46537d12dbf654b70087c4ffe56c7dc02cf62eeee273b3d521a7b6765b4d3", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862694, + "estimated_input_tokens": 215674, + "estimated_eval_tokens": 431604 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 39, + "serialized_chars": 35120, + "estimated_input_tokens": 8780, + "estimated_eval_tokens": 17816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issues that only share superficial wording. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: this cluster is an overbroad lexical grouping spanning unrelated bugs, regressions, and feature requests.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No global best issue stands out; none of these issues can safely represent the cluster as a whole.", + "best_pr_reason": "No PRs are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Different problems: continuous batching support for audio models vs a DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A vague version-wide breakage report is not the same as a specific import failure for Qwen3.5." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a VRAM leak in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "One is unwanted network requests with local_files_only; the other is an incorrect timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp logic in Qwen3VL is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "These describe different failures: timestamp math vs VRAM leakage across dataloader threads." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A torch.split return-value issue is not the same as Gemma4 audio positional encoding behavior." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different code paths and bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision discussion does not match Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are distinct module issues." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron and a Qwen3.5 import error are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer changes, but they are different concrete regressions: behavior drift vs decoder type selection." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler keyword handling is unrelated to the unrelated 'Unemployment' placeholder issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is not the same as the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the unrelated 'Unemployment' issue do not match." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A nonsensical placeholder issue is not the same as a broad 5.0 compatibility complaint." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat template crashes are different failures." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the 'Unemployment' issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is distinct from _tied_weight_keys list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing layer_type_validation import are different bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is not the same as processor.save_pretrained file loss." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "A slow checkpoint load is not the same as a tensor parallel training bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support work and a Qwen3.5 MoE from_pretrained error are different concrete changes/failures." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading performance and tokenizer loading regression are separate problems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to FP8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are different model implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint bug is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value and loss-kwargs forwarding are different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention-interface usage are unrelated bugs." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings are not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling does not overlap with RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value usage and a quantization_operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing loss kwargs and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint issue and a typo in quantization_operation are different problems." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm discussion is not the same as ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value 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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "477f17e52149011010c89fc0015c0327625f6fafcc2fab8ae7e0a9817cf5a0d4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated feature requests in different areas: token truncation behavior, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word boundary offsets. This does not look like a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics and code paths: token truncation direction vs. speech model word offset extraction. No evidence of the same underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation strategy in tokenization; the other asks for learning-rate scheduler functionality. They are unrelated feature requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler behavior request vs. Wav2Vec2 time-offset extraction. No shared concrete bug or mergeable code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "749c4db89dabf7abc5e75e3519ce18024c184de211f12d9bbc07dec6e6ecba2a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This does not look like a single duplicate bug cluster. 16618 is the broadest model-loading issue, but 15980 is about private-model login/error messaging and 13244 is about Tapas tokenization behavior, so the three are likely separate problems.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 16618 is the best cluster representative because it is the most general model-loading complaint; the other issues are narrower and point to different failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the best issue to anchor the cluster only because it is the closest to a generic loading problem, but it is not a strong duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior for Tapas and failing to load bert-base-uncased are different code paths and different bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/error-message handling is not the same underlying issue as a generic public model 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": 4, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "5f4ee6f66f7a79ba543d2007bc735686053324d94ac9acc8beaf7f6c9d02aa7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community contribution issues: one for Flash Attention 2 support on more architectures and one for GGUF support on more architectures. They share a similar framing but not the same underlying feature 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:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are broad community contribution requests, but they target different features and code paths (Flash Attention 2 vs GGUF support). Similar wording is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "81e6c243e340ee80a42f56d93a6a91f81bfa9f913bb122fb640baa53c4b69f3b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both concern training failures, but they describe different symptoms and likely different root causes: one is a specific `resume_from_checkpoint` epoch-iterator error, the other is a broader report that FineWeb SLM training does not start. I would not deduplicate them.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #26413 is the more specific and technically concrete report, with an explicit failure message and a clearly scoped code path (`resume_from_checkpoint`).", + "canonical_pr_reason": null, + "best_issue_reason": "#26413 is the best representative because it names the exact exception and failure point, making it more actionable as the canonical issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The reports are too different to treat as the same bug: #26413 is a checkpoint-resume iterator crash, while #31501 is a generic startup/training-init failure. Same broad area, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "970d8ddb664c0143ff2b746ee7f92a0d1ee54aed40a6841a0b248e525d6556ae", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a mixed i18n cluster: 27088, 28936, and 38435 are clearly separate language-labeled translation requests; 43834/44365/44370 form a highly similar placeholder-title subgroup that may be duplicates; and 46222/46226 are an exact duplicate pair. The safest representative is 43834, but the cluster is not one single duplicate set.", + "confidence": 0.9, + "canonical_issue_reason": "43834 is the best representative of the dense placeholder-title subgroup and sits near the center of the cluster, but it should be treated conservatively because the cluster also contains separate language-specific requests and an exact Thai duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest global issue candidate because it belongs to the most internally consistent near-duplicate subgroup and is more representative than the exact two-item Thai pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; only the broad docs/i18n theme overlaps." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation requests; only the broad docs/i18n theme overlaps." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are distinct issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs a generic placeholder-title issue; not the same concrete issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; same broad i18n theme is not enough to merge." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; same broad i18n theme is not enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs a generic placeholder-title issue; not enough evidence of the same report." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying report." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying report." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-style title and extremely high similarity; these look like the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical placeholder-style title and extremely high similarity; these look like the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Only broad docs-translation similarity is visible; the titles do not show the same concrete report." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Only broad docs-translation similarity is visible; the titles do not show the same concrete report." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder-style title and near-identical bodies; this is a strong duplicate match." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Only broad docs-translation similarity is visible; not enough to treat as the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same exact title and identical report shape; this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on 46222/46226 is well grounded, but the cluster summary overreaches by describing the rest as distinct issues in different languages. The packet only directly supports language-specific separation for 27088/28936/38435; it does not support that claim for the identical placeholder-title trio 43834/44365/44370, which have extremely high similarity and could also be near-duplicates. Please make that distinction more conservative and avoid asserting different-language separation where the packet does not show it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "6d1d0b11348ba24ae1e66c649f1c97c32fef8659eb7ad8ee1796e0eb2ae87338", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model-request issues that all say \u201cadd/support model X,\u201d but they describe different models and code changes, not the same underlying bug or feature. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate exists here: the issues request different model additions/architectures and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45322 is the cleanest, most self-contained model-request example in the set, so it is the best representative if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config vs DEIMv2. Same broad theme, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models and different implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are unrelated additions." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different concrete models." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and code changes." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuitgpt/weight-sparse transformer are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different models with different support needs." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparse transformer are different concrete models." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and code paths." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are distinct speech models and separate changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are different model changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparse transformer are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model support tasks." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors and model families." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "e2a21758b76ea719607ee1ca2730a4c737b77ce94c670c6ba1e136a407248b14", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request about adding `pruna`, the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them 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:38740 ([DOCS] Add `pruna` as optimization framework)", + "right": "issue:46443 (Vision RoPE refactor)", + "accept": false, + "reason": "Different topics and problem types: documentation/framework addition vs model architecture refactor; no shared code path or duplicate 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": 9, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "38168fa2b04c108ee3c9c3d0d24748561ce27798a199cceec46424fafedd67ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 support. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Unrelated topics and no shared concrete bug/change path; a decoding setting request is not the same as model-version support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "fe2e0c70170ddbcbf5d8d720ce0cb6cae7b63548a06a8d14c740cba5c8594740", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are related only by a broad theme of custom trainer compatibility, but they describe different problems: one is about `remove_unused_column` customizability in `Trainer`, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the topics overlap only at the level of custom trainer support, but the underlying bugs are different code paths and would need separate fixes.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, #43598 is the better anchor because it names a specific Trainer behavior and a concrete customization point, making the scope clearer than the FLOPS-accounting request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying issues: one targets `remove_unused_column` handling, the other FLOPS counting for custom trainers; same subsystem, not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "b7d62275c67c8a6ece832e4eb16a4182481eba65941907f289e78286224e8538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about adding missing model support, but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader request, covering registration support for Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration, so it is the better representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue to keep as the cluster representative because it describes the more general model-registration gap rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus AutoModelForSequenceClassification support for Qwen3.5. They involve different configs and different code paths, so they should not be merged as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "d71da42388bf8ecba4b20ca1c37e5863f01a6dd86a6720cd96c2496544f37f74", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface \" issues appear to be duplicates of the same report; \"Fett\" looks unrelated. I would treat the earliest huggingface issue as the canonical issue and the other two as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface \" reports and is the best representative of that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43845 is the best global issue choice because it is the first clear member of the repeated \"huggingface \" group, while #43835 has a different title and no visible overlap in content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no content evidence beyond weak similarity; not enough to conclude the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared details indicating the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete overlap in the issue descriptions." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Near-identical title and timing strongly suggest duplicate reports of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent topic; likely a duplicate of the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and repeated topic with no distinguishing details, so they likely describe the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The three identical \"huggingface \" issues are reasonably grouped as a likely duplicate cluster based on the matching titles and high soft-similarity scores, while #43835 is plausibly separate given its different title and much weaker similarity. The earliest huggingface report (#43845) is a conservative canonical choice." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "05e822059b0772b7fcced7205cbde2681ffebe8aac92aaebbb1ef50b1fe9dfa9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is made up of low-signal, likely spam or placeholder issues with only superficial textual similarity. They do not appear to describe the same underlying bug or request, so they should not be deduplicated together.", + "confidence": 0.97, + "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-like placeholders; no evidence they report the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam-like placeholders; superficial similarity is not enough to treat them as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like, the other is a vague documentation suggestion; they do not match on a concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and do not indicate the same bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion is not the same as a spam-like placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These do not describe the same concrete request or failure mode." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they refer to the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles suggest different content; no shared bug/request is apparent." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap beyond superficial similarity, so they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "c656e317459e162e74ff56ae3ed46844b4d8596d79e2711ee4a6d92d02138a57", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#45145 is the best canonical issue record because it was opened first and has the only inbound reference. #45151 looks highly similar, but the available evidence is limited to matching titles and soft similarity, so the duplicate call should stay conservative.", + "confidence": 0.88, + "canonical_issue_reason": "#45145 is earlier and has the only inbound reference, making it the best canonical issue to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is earliest and slightly better connected.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The issues have the same title and appear closely related, but only soft-similarity evidence is available here; without body text or other distinguishing detail, this is not enough to confirm the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical selection is mostly grounded (#45145 is earlier and has one inbound reference vs. none). However, the duplicate-issue conclusion is overstated for the packet: the evidence shown is only soft similarity plus identical titles, and there is no body text or other content here to support \u201cnear-exact,\u201d \u201csame apparent content,\u201d or \u201cno distinguishing technical differences.\u201d The soft edge verdict should be more conservative, e.g. \u201clikely duplicate / likely same request,\u201d not a strong accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "2847beeb0078578be6da3098a2f55e1603fa1dd4b47e1e5a98c9ababbe29d676", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to 4-bit inference, but they describe different bugs and should not be deduplicated. One is a torch.finfo TypeError triggered by uint8 audio-module weights in Gemma4; the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and causes an AssertionError.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue for the pair: issue 45672 is an audio-module uint8/torch.finfo failure, while issue 45674 is a separate BitsAndBytesConfig default-exclusion regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global duplicate target for the other; they have different root causes and would need separate fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and code paths: 45672 is about torch.finfo on uint8 weights in audio modules, while 45674 is about llm_int8_skip_modules clearing the default lm_head exclusion in 4-bit inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "63e87cac3a1210700acfbc5c8b45439c303df3563eb4a25cf56c93d2c707a593", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues with only person-name/date titles and no body, links, or shared targets; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: neither issue contains enough technical detail, and they do not share a specific problem statement or target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for a technical cluster because both look like isolated, content-free entries rather than actionable bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles are different personal-name/date strings with no shared code context, body, links, or target; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "85f59221a84bcfbcef99891707844afb90e5d3b4fc596e3257676fe0010aff84", + "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 are just empty title-only reports with different personal-name/date strings and no shared technical context, so they should not be treated 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:45764", + "right": "issue:45765", + "accept": false, + "reason": "No evidence of the same underlying bug or request: different titles, no body, no linked targets, and no shared technical 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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "6cae1f4b9275f29c0c333e4321b1a44927132884998a4d977974712a30a4bc12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model for value modeling, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different problems and would not be resolved by the same change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because they are about separate feature requests with no shared underlying bug or fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different topics and code paths: adding a model class versus enabling FP8 training. They do not describe 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": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "2da42aea1df98d74cd979b96ff096e9aa7a951cf9f3ab2b3620dfc6f5d37d9fb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to split into two duplicate-looking/same-topic issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks related thematically but not like the same issue as either pair.", + "confidence": 0.79, + "canonical_issue_reason": "45870 is a reasonable representative for the 45870/45871 same-topic pair because it is the earlier of the two and their titles/body lengths match closely; however, the cluster does not look like one single duplicate set overall.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue to keep as a representative for the strongest same-topic pair, since it is the earlier of the matching 45870/45871 issues and there is no stronger evidence tying 45869 into the same set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "They share financial/DataForge context, but one is a dataset/free-sample post and the other is a prediction example; they do not look like the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "They share financial/DataForge context, but one is a dataset/free-sample post and the other is a prediction example; they do not look like the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title/body-length pair with very strong soft-similarity; these appear to be duplicate or same-topic issues." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Both are about DataForge finance-related content, but they describe different topics: an example versus a scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title/body-length pair with very strong soft-similarity; these appear to be duplicate or same-topic issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster split is plausible, but the writeup overstates the evidence. The packet only shows identical titles and body lengths plus soft-similarity scores; it does not prove the pairs are exact duplicate title/body matches. Please soften the language to something like \"appear to be duplicate/same-topic issues\" and avoid claiming exact duplicates or same underlying issue unless the bodies or explicit links support it. The 45869 non-match call is reasonably conservative, but the cluster-level summary is too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "389a1a13a49eadbd479354e9053f3462e5bb239d236f61cea9a035fc294ee44b", + "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": "The two issues are closely related around static-cache and linear-attention handling, but the packet does not establish that the Qwen3.5 `KeyError: 'linear_attention'` and the wrong-shape `RuntimeError` are the same root bug. They should be treated as related reports rather than confirmed duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) instead of a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative for the cluster since it is the more general diagnostic report, while 46441 appears to be a narrower failure report in the same area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The titles suggest a shared static-cache/linear-attention area, but the evidence is too thin to conclude the `KeyError` and wrong-shape `RuntimeError` come from the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the evidence in the packet. We only have titles and a soft-similarity signal, so saying the two issues are the same underlying bug is not fully grounded. A more conservative verdict would be that they appear related and may involve the same static-cache/linear-attention area, but the packet does not establish that the KeyError and wrong-shape RuntimeError are manifestations of one root cause." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "04c3e08f41789b02c61f5d1306b57d3d47fd70964dacb100f19b8e7f2671076a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38084, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated open pull requests across model additions, docs, tests, and refactors. The only clear duplicate/same-change pair is the two `fixed_cross_entropy` PRs, which both extend `nn.functional.cross_entropy` support in the same helper and target the same issue.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair because it has the explicit issue link (`#43240`) and describes the concrete fix more clearly, while 43254 is essentially the same code change with a different framing.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative overall for the only true duplicate cluster in this set: it is the most specific, issue-linked, and directly matches the shared `loss_utils.py` change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test. They do not fix the same bug or implement the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different tokenization helper work vs adding a new model. Same broad area of model support is not enough to treat these as duplicates." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions and an ExecuTorch export test are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both involve processor/model infrastructure, but they address different models and different problems; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to adding `facebook/MobileLLM-125M`." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different fixes: cross-entropy kwargs support versus Mistral4 test/model integration work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "An export test for dynamic shapes and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch exportability test vs model addition; no shared concrete bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model implementation addition and a config-resolution ordering fix are different code paths and different bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon output-collection refactor; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill files are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output interface refactor and Mistral4 test fixes are not the same concrete problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work and `layrnorm` renaming across CLIP-like models are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing/serve updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and a new TDT loss kernel are different features/fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "A Mistral4 test PR and a class config-resolution fix address different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Shared `modeling_auto.py` touch is incidental; one is Mistral4 tests and the other is a model-creation skill, so they are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill are clearly separate changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `fixed_cross_entropy` in `loss_utils.py` to forward supported `cross_entropy` kwargs; they address the same concrete code-path and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is supported by the shared `src/transformers/loss/loss_utils.py` change and the common issue target `43240`, so treating them as mergeable duplicates is reasonable. The other pairwise rejections also appear appropriately cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "6898d33e8b55b572190ca85e56a7c3d1ef3bafde7e1d459b5fede8a730f95df2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are related only by shared Transformers boilerplate and auto-registration edits, but they implement different model features: VibeVoice core support, VibeVoice Realtime, and Parakeet-RNNT. None are duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the best representative of the VibeVoice core implementation: it is the original, broad PR for that model family and has the most complete initial integration. It is not a canonical representative for the other PRs, which target different features/models.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest single PR in the set as a reference point because it is the main VibeVoice implementation with substantial model, auto, and docs changes. The other two PRs are separate feature additions and should not be collapsed into it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Same model family and overlapping auto/docs files, but different underlying change: 40546 adds VibeVoice core support while 42781 adds VibeVoice Realtime with additional acoustic-tokenizer/realtime-specific code. They would not plausibly merge as one duplicate PR." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different underlying models and features: VibeVoice Realtime versus Parakeet-RNNT. Shared auto files are broad integration boilerplate, not evidence of 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": "pull_request", + "component_index": 3, + "component_count": 34, + "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": "62cf5325b53cd0e9ba76d65c47877778926cfeb995029bb749b322aa52ecf8a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. The soft similarity is too broad to treat as a duplicate change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR cluster here. The changes target different code paths and models; if a representative PR is needed, 41224 is the stronger anchor because it has more review activity and a focused, self-contained implementation.", + "best_issue_reason": null, + "best_pr_reason": "41224 is the better representative only as a cluster anchor: it is more mature/reviewed and its scope is clearly defined. It is not a duplicate of 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these are different feature PRs for different model architectures and tasks. 40755 adds TimesFM forecasting with covariates; 41224 adds DINOv3 image-classification support. They do not appear to fix the same code-path problem or be mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "50fa02557cefcf300f37157562bb65747932babfa5869b5f1a2b7f1f04b129d3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share the same Transformers integration scaffolding, but the actual model code, docs, and tests are for different underlying models, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the broadest and most developed of the three, with the highest review activity and a full model integration, but it still represents a distinct model addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and code paths: DeepSeek OCR vs Isaac. Shared auto-registration/docs are generic scaffolding, not evidence of the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions: Isaac vs Kimi2-6. Overlap is only in standard model-registration and documentation files, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 34, + "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": "a99cb5e89740290cf8b644b3851e976039247395861d59c001155ecdf8107eaa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related CI-maintenance PRs, but they target different action upgrades and should not be merged as duplicates. PR 42975 is a broad Node 24 compatibility update for core GitHub Actions, while PR 42976 narrowly bumps docker/build-push-action and a few workflow action versions to latest.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more explicit GitHub Actions compatibility upgrade and covers the main workflow-action version migrations in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the clearest stated goal, the widest workflow impact, and the most central maintenance theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow-action version bumps, but they change different dependencies and different concrete paths: 42975 is about Node 24-compatible core actions (checkout/cache/upload-artifact, etc.), while 42976 is a separate docker/build-push-action v6 update plus a few other latest-version bumps. They are related maintenance, 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": 7, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "b95a6ad298fa4b9f98b66da9d46e6fd79717e87d662a08a5dac91ce57c514e12", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share framework boilerplate and auto-registration files, but they do not describe the same underlying change or code path, so none should be clustered 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": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared docs/auto-registration boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo2. They touch overlapping registry files, but the concrete model code and purpose are unrelated." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs CTSM. No shared bug or mergeable single code-path fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different configs, processors, and modeling files; this is not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions. Shared auto/modeling plumbing is broad framework work, not a duplicate concrete fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations with distinct code paths and tests; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "b9cb702467988b62b219a3eaa373f89e5cb8af0601eac09ef4a1529b202e225e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs appear to be unrelated fixes across different subsystems; the soft-similarity links are title/shape noise rather than the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster here: 43291 is a Whisper tokenization/test fix, 43665 is test-only noise, 44815 is an FP8 dequant/model-loading fix, and 46380 is a generation/watermarking validation fix. None are the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest standalone PR to represent as a substantive, coherent fix because it patches actual generation validation behavior and includes a focused code-path correction. The others are either unrelated or test-centric.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different targets and bugs: Whisper tokenization/timestamp decoding vs. unrelated CLIP/ViT test edits; shared wording is not enough." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding fix and FP8 dequant/model-loading fix are different code paths and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization/modeling changes are unrelated to generation-config watermarking validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits do not match a concrete FP8 dequantization bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated: dummy test modifications versus generation/watermarking logic." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/dequantization plumbing is not the same underlying bug as generation config validation and Whisper-related changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "694f54c5aac68773fa7703bee49c59d6549179c56494ec4b487d742fbf52cd0f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both non-production \"don't merge\" bot-test PRs, but they target different behaviors and code paths. The shared Vit test file is incidental; they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43488 is the cleaner representative of the cluster: it is narrower and more self-contained, centered on setup/version/dependency changes plus a targeted test tweak. PR 43532 is broader and mixes workflow, utility, and notification changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43488 is the best single PR to represent the cluster because it is the most focused and easiest to triage as a standalone repo-bot test change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different changes with different goals: 43488 adjusts packaging/versioning and a test, while 43532 rewires CI/workflow and testing utilities. The shared Vit test file is not enough to treat them as 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": 10, + "component_count": 34, + "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": "167a43c77d706785d62631967c5bc38a4deda66a002b30fa6cb89c154cfa6d08", + "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": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share framework/docs/test scaffolding, but they target different tasks and model integrations, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear duplicate canonical. If forced to pick a representative, neither is a substitute for the other because they implement different pipelines and code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Related segmentation-feature PRs, but not the same underlying change: one is concept segmentation and the other is visual segmentation, with different pipeline modules, model docs, and tests. Shared docs/util scaffolding is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "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": "666e3b5f935fe01397ebc2fa0cc943da670f8f990d61bfe246b6a4c24a9bc674", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/trainer.py`, but they address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column discovery for column filtering.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better canonical PR because it targets a single concrete behavioral change in `training_step` and has the clearest bug-fix semantics.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest representative of the cluster: it is a focused, self-contained change with a direct runtime effect, whereas the other PR is more of an internal refactor/override hook.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and different problems: #43651 changes gradient-accumulation loss normalization, while #43663 adds a helper for model signature column filtering. They are not the same underlying fix and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "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": "49600083d42cabd9cc1c38d0966e70165e5903397aff429344bd8576988c51a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs modify `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they address different runtime failure modes: one is a typing/annotation fix with `from __future__ import annotations`, while the other guards the `TypeAdapter` import for environments without `pydantic`. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better canonical PR for the `TypeAdapter NameError` problem because its diff directly targets the failure mode in the title and issue link: it moves `TypeAdapter` behind `TYPE_CHECKING` and stringifies the annotation so importing the CLI works when `pydantic` is absent.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the clearest representative of the cluster's concrete bug: a runtime `NameError` tied to `TypeAdapter` import availability in the CLI. It has the tighter, more specific fix and the explicit issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but different root causes. PR 43656 is about postponed evaluation/typing cleanup, while PR 43842 specifically fixes `TypeAdapter` being unavailable when `pydantic` is not installed. They would not naturally 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": 13, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "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:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "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:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "e7869a60c4ae05e3bcf9e37bf5d7e91cbac207726734cf2ba4234db8fa8833e7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84889, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75085, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a thematic cluster of per-model output-tracing refactors, not one shared bug. The only strong duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair; the rest touch different models and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical PR for the true overlap subset: it covers the GPT-J/CodeGen output-tracing refactor, is the latest version, and appears to subsume the narrower GPT-J-only variant.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best overall representative of the duplicate-like work in this cluster because it is the broadest and most complete implementation of the GPT-J-side refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models/files (CVT/FNet vs GPT-J); same theme/issue target only, not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model refactors (CVT/FNet vs DeBERTa v2); no shared code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same general GPT-J theme, but 44066 also bundles CodeGen; this is overlapping scope, not a clear duplicate PR pair." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs EfficientNet are different model implementations, not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are different model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; shared issue target is not enough to make them duplicates." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 touch different code paths and model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same output-tracing theme, but not the same model change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both refactor GPT-Neo output tracing in the same model file with overlapping test changes; same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different models; only the output-tracing theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are distinct model refactors." + }, 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false, + "reason": "GPT-Neo and Flaubert are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same theme, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model-specific output-tracing refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are unrelated model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, more complete version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file; 44722 subsumes the GPT-J-only variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and ViTS are unrelated model refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: this is mostly a per-model output-tracing refactor cluster, and the only clearly overlapping duplicate-like work is the GPT-Neo pair plus the GPT-J/CodeGen subset with 44722 as the later, broader version. The soft-edge accepts are reasonable and the rejections stay conservative for different model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "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": "a4a17096dcec12bff3712971254bb6b3c519a743b8cd1eac0ba3e78fb2a461eb", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84889, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "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 all implement similar standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate here: each change is model-specific (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5) and would not be merged into one patch without mixing unrelated codepaths.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone PR in the set because it has an explicit issue target and a concrete SpeechT5-specific refactor, but it is still not a duplicate of the other model-specific output-tracing PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad decorator migration theme, but FocalNet and ImageGPT are different models with different implementations; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert vs TextNet are unrelated codepaths; both standardize output capture, but they are separate model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different model stacks and modules; similarity is only in the refactor pattern, not the underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing cleanups, but for different models (MPNet and TextNet) and different forward paths, so they should not be merged as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct model implementations; this is a shared modernization pattern, not one concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 change different codepaths and APIs; SpeechT5 also has an explicit issue-scoped refactor, so these are not the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030", + "pull_request:46438" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "75e09e13917b8515e975e136b8d1bb28fb436f9f60f9e3880044adcd2e41cb4b", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43576, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43576, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose thematic cluster of similar refactors, not a true duplicate set: most PRs are per-model output-tracing changes, while 46438 is unrelated tooling work. I do not see any pair that should be merged as the same concrete change.", + "confidence": 0.23, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the most representative single PR in the output-tracing refactor family: it has a concrete multi-file implementation and sits near the center of the similarity fan-out.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the clearest canonical representative if one must be chosen, because it is a substantive, self-contained refactor rather than a narrowly scoped single-file variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same general output-tracing refactor theme, but different model code paths and files; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are refactors around output tracing, but they target different models and implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; shared API refactor pattern is not enough to make these duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and different implementation details; only loosely related by tracing refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; same broad refactor motif, but not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both touch output handling, but on different architectures and files; not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor pattern, different model implementation and scope." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different output-tracing code paths; not a duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Related encoder/decoder-style refactor, but still a separate model and separate implementation." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same broad output-tracing cleanup theme, but not the same code-path problem." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "They are parallel refactors in different model files, not one concrete bug fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model targets; similar API cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model implementations; no evidence of the same defect or change request." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are output-tracing refactors, but for unrelated models and code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different forward paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Same high-level refactor category, but distinct model-specific implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and no shared concrete bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are tracing-related cleanups, but in unrelated model code paths and files." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; not the same underlying issue." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different implementations and targets; same broad pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are output/refactor PRs, but they affect different models and are not one mergeable change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Related only by the tracing-refactor theme; different concrete code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths and files; not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Same broad pattern, but separate model-specific work." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Two different encoder/decoder model wrappers; same refactor style, not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model targets; not a single concrete bug fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations and no shared underlying defect." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; only the refactor motif matches." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Same high-level output-tracing cleanup, but separate model-specific changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct models and code paths; not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are wrapper-model refactors, but not the same underlying bug or implementation." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model-specific refactors with no evidence they are duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and separate implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Not the same code path or concrete fix; only broadly similar." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model-specific output changes, not one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; same motif but not duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate refactors in different files and models." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Both are output-tracing refactors, but in unrelated model implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "46438 is a tooling/performance change, unrelated to model output tracing." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Different domain entirely: model refactor versus modular conversion process-pool optimization." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "Unrelated changes; one is model output tracing, the other is build/tooling speedup." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "Completely different subsystem and purpose." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "No shared concrete bug or implementation; unrelated PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 34, + "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": "d1a65c380caeb7b2c2bc80fec2adc896e13deef0a1c7fb3a928318b9fa294b8f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "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: one for PenguinVL and one for Voxtral TTS. They share only framework scaffolding files, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the stronger representative PR: it is a non-draft implementation with broader review activity and a more complete model integration, while the other PR is a separate model add-on tied to a different target.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the best standalone PR to keep as the cluster representative because it is the more mature, non-draft implementation and does not depend on a specific issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different features for different models (PenguinVL vs Voxtral TTS). The overlap is only in shared Transformers plumbing and docs, not the same concrete code-path or 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": 17, + "component_count": 34, + "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-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "c414fe2dc7275ff368c7fb06398b342eaa3c4d3d1adf3850915dca045daa6e67", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is centered on the same kernel-fusion feature line, but it includes one separate general module-fusion API PR. The strongest duplicate candidates are the later KernelConfig-based n-to-1 fusion PRs; the general Module Fusion API PR is distinct.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46339 is the best canonical PR: it is the latest and most refined KernelConfig-based n-to-1 fusion implementation, with core loading, hub integration, modeling changes, and tests all aligned around the same feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #46339 is the most complete and polished representative of the repeated n-to-1 kernel fusion work, and is the best single PR to keep for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different changes: #44979 introduces a general Module Fusion API and new module_fusion.py abstraction, while #45363 is specifically about KernelConfig-based n-to-1 kernel fusion. They are related in theme but not the same concrete change or code path." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Same underlying feature area: both implement KernelConfig-driven n-to-1 kernel fusion in the loading/integration path, and #46339 looks like a refinement/simplification of the same mechanism. They could plausibly be merged into one PR." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These are highly overlapping KernelConfig-based n-to-1 fusion PRs touching the same core loading, hub kernel integration, model loading, and kernel tests. #46339 appears to be a later iteration of the same concrete feature and could plausibly be merged together." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: #44979 is clearly the separate general Module Fusion API PR, while #45363, #45666, and #46339 are all KernelConfig-based n-to-1 kernel fusion PRs with overlapping files and the same feature area. The soft-edge decisions are conservative and the accepted pairs look plausibly mergeable as one bugfix; no overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "f79e5e9307681ceaed1a576b38cf9dfd6e124c13b52afeaf973551d47610276f", + "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 Mistral regex AttributeError by switching to the tokenizer\u2019s exposed pre_tokenizer; the second PR adds a test and is the stronger candidate.", + "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 includes test coverage for the failing path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR to keep: same concrete bug fix as 45086, with additional validation and slightly clearer scope in the title/body.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code-path change in tokenization_utils_tokenizers.py; 45317 is a superset of 45086 with tests, so they are duplicate PRs for triage purposes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "65d15395afad1953b648d5613bcf464e11773e8070a830f7ff382e04a83cc584", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH internals, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mappings, while the other introduces the NemotronH dense/sparse split plus docs, auto-mapping, and tests. They are related but not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete NemotronH architecture update, covering the new dense/sparse model split, docs, auto mappings, and tests. PR 45115 is a narrower refactor focused on inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the underlying work because it appears to be the user-facing feature implementation rather than a partial internal refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough here: 45115 is a conversion/inheritance refactor, while 45569 introduces the concrete dense/sparse NemotronH model split and supporting docs/tests. Different underlying changes, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 34, + "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": "87d66e8217fe51cdca4ddafcdc8d55b2dab4eb19bb3eafbea7c6c72ab106d805", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one PR adds per-layer heterogeneous config plumbing, while the other adds broader heterogeneous model/cache/runtime support and only overlaps on shared infrastructure files.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the better cluster representative because it is the broader end-to-end heterogeneous model support change and subsumes the config plumbing work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Shared heterogeneity files do not make these the same change: 45333 is config-only, while 45332 extends into cache/modeling/masking/integration code paths. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 34, + "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": "d75a1ce83a39dd30b7c8e1b354913ca62a822bcd121c91e75c3c31c58b19d13d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-oriented PRs, but they are not the same underlying change. PR #45415 is a broad, repo-wide type-checking cleanup across many modules and pyproject settings, while PR #45425 adds specific typing protocols/aliases and targeted fixes in a small set of files. The overlap in a few files is incidental, not evidence of duplication.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: #45415 is a wide type-checking sweep, whereas #45425 is a focused typing-modeling change in core helpers.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative of a concrete change because it addresses specific typing gaps with a narrow, coherent scope; #45415 is too broad to serve as a precise canonical fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files do not mean the same fix. #45415 is a broad type-checking pass, while #45425 introduces specific protocol/alias definitions and related typing adjustments; they could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 34, + "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": "fffdab96e4959dddf3abac4cc4c7b847fdd81680cb4a3e93a7845aaa8c9c106b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: they fix different cached-forward bugs in different model families and code paths (Qwen3.5/Olmo hybrid linear attention vs. Mamba2 cache handling).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the stronger standalone candidate: it has an explicit tracking issue, a tightly scoped fix for a specific seq_len>1 cache bug, and a focused test surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different architectures: PR 45513 changes multi-token cached forward for Qwen3.5/Olmo hybrid linear attention, while PR 46084 fixes Mamba2 use_cache behavior when seq_len > 1. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "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": "c6847f23da0dfa0d4a52aaa07dfdbf23594c8cb8df0d02db675eb257bf3b14f9", + "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": "Both PRs are about expert parallelism loading, but they fix different bugs in different code paths: one handles DeepSpeed ZeRO-3 / accelerate launch config handling, the other fixes FSDP2 expert parameters being overwritten during load. They are related, but not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger cluster representative because it targets a concrete loading corruption bug with a clearly scoped fix across the relevant loading/expert-parallel paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best standalone PR here: it fixes a specific, reproducible failure mode and the diff directly addresses the affected code path.", + "soft_edge_verdicts": [ + { + "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "accept": false, + "reason": "Related subsystem, but different underlying bugs and different mechanisms: config/serialization for ZeRO-3 vs post-shard wrapping to avoid expert overwrites in FSDP2. 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": 24, + "component_count": 34, + "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": "1102cdb50b6ebd03e193084f6713bc02f5734ebebc6b9c898414eba0a6be3350", + "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 `testing_utils`; PR #45645 is the broader superset because it includes the core fix plus CI artifact handling changes, so it should be the canonical PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the shared `testing_utils.py` fix from #45639 and additionally updates CI/workflow handling to consume multiple `captured_info*.txt` files, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative of the cluster: it fixes the same concrete xdist collision path and also adjusts downstream log collection so the fix works end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs target the same underlying xdist collision in patched testing debug logs; #45645 includes the core `testing_utils.py` change from #45639 and extends it with workflow/log aggregation support, so they are effectively the same fix family." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "ee957357946c97ea5040fe637fbba179d7abfc21c52318d7a9335278b4c3dfe0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs: one adds GlmAsr to auto-model mappings, one adds attn_implementation dispatch for RecurrentGemma, and one adds sdpa dispatch for BLIP-2/InstructBLIP variants. They are related only at a high level and do not look like duplicates of the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the best cluster representative: it is a substantive model-behavior change centered on attention-implementation dispatch, with corresponding code, conversion, docs, and tests. It is more complete and less narrowly scoped than the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the strongest single PR in the set to stand for the cluster because it covers the core feature change most clearly and has the broadest supporting edits. PR #46401 is a separate model-family fix, and PR #45670 is just an AutoModel registry tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different underlying changes: AutoModel registration for GlmAsr vs. attention-dispatch support for RecurrentGemma. They touch unrelated code paths and would not plausibly be merged as one PR." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both concern attention dispatch, but they fix different model families and different implementations (RecurrentGemma vs. BLIP-2/InstructBLIP). This is a shared theme, 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": 26, + "component_count": 34, + "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": "aa2d4aea636f8556a8e3f63dcf23321f92f33b99deafc2878689885da09fe96b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter-rule pull requests: one adds/expands TRF003 for model forward signatures, the other adds TRF018 for processor do_* flag handling. They share broad repo areas and some overlapping model files, but they do not target the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the more focused representative of the linter-rule implementation work here: it targets a single forward-signature rule across model classes. PR 46259 is a separate modeling-rule addition for image/video processors, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best representative PR in this set because it is a concrete, self-contained rule implementation; PR 46259 addresses a different rule family and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying lint rules and different code paths: TRF003 concerns model forward return_dict/can_return_tuple behavior, while TRF018 concerns processor do_* flags consumed in preprocess overrides. Similar subsystem, but 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": 27, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "00c5c5bd65cfb0cbda3d11353aa9151306b71a0774fab29b790ace769935dd7e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is a broad workflow/model-code instrumentation change, while the other is a fake test-migration PR that only injects failing assertions into ViT tests.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45932 is the more substantial and representative artifact in the cluster: it changes a workflow plus multiple model/config files, whereas PR #46100 is a narrow, clearly synthetic test-only edit. If any PR should stand in for this cluster, #45932 is the better canonical choice.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the best overall PR because it contains the only meaningful code changes across multiple files and is closer to a real product change; PR #46100 is just a test file with intentional failing assertions and is not a plausible duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: #45932 touches CI/workflow and several model implementations, while #46100 only adds bogus failing assertions in a ViT test. They would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "9c352970cf13153b1a9243cb09d9c62c4f47e885f5ea7280b02fc4d88aed2966", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs add SDPA dispatch support, but for different model families/code paths: CTRL, T5, and wav2vec2_conformer/bert plus SeamlessM4T/v2. They are related feature work, not duplicates of the same concrete change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster and covers multiple model implementations, so it best captures the shared SDPA-dispatch theme across related architectures.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the most useful global representative because it spans several model files and tests, making it the strongest umbrella example of this feature area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA dispatch enablement PRs, but for different models (CTRL vs T5) with separate model code paths; they are not the same underlying bug/change and would not plausibly be merged into one PR without becoming an umbrella feature set." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL support and wav2vec2/SeamlessM4T support touch different architectures and implementation paths; similarity is only at the feature level, not the concrete fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is a distinct model-specific change from wav2vec2_conformer/bert and SeamlessM4T/v2 support; they share a theme but not a single 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": 30, + "component_count": 34, + "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": "a6b8f659b6fcbc5330784f557a3692cd6dccf0a01da416b7473ccb1f9ad2952b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap in distributed-infrastructure filenames, but they are not the same change: one is a focused EP + Trainer integration patch, while the other is a broad distributed branch-base PR touching many unrelated areas. The shared files appear to reflect subsystem overlap rather than a duplicate fix.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more concrete, self-contained change: it targets EP routing plus Trainer integration with a limited file set and a clear feature goal. PR #46269 is a broad umbrella/baseline branch PR spanning many distributed components, so it is not a clean canonical duplicate candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of a specific change because it has a narrow scope and a clear functional intent. PR #46269 is too broad and reads like an integration/base branch rather than a single fix or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They share distributed filenames, but the scopes are materially different: #46126 adds EP + Trainer integration, while #46269 is a large distributed branch-base PR covering many unrelated edits. This is subsystem overlap, 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": 31, + "component_count": 34, + "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-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "9cf8c16feab161c60537cc676b768a7246d66458dc3dd30b34b084b2d6fbbce4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated workflow maintenance PRs: one changes how a self-comment CI script passes PR text to a helper, and the other hardens an SSH runner workflow by pinning a downloaded script and clearing HF_TOKEN before SSH. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46432 is the stronger standalone candidate because it makes a clearer security/supply-chain hardening change to the SSH runner workflow and has more concrete operational impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows, different scripts, and different purposes: one updates argument passing in self-comment CI, the other pins an external download and unsets a token in ssh-runner. They are 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": "pull_request", + "component_index": 32, + "component_count": 34, + "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": "2a05a0ccdcb1fc44b8dd90209a109f201e388bbab8dd609dcad875015b34e558", + "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": "Both PRs are about replacing file-open-based source inspection, but they fix different code paths: one in import_utils package resource traversal, the other in modeling_utils attention-implementation gating. They are related in theme, not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more concrete, self-contained bug fix: it targets a specific source-reading path in modeling_utils and includes tests, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone change in this set because it addresses a clearly scoped behavior in a specific code path and is test-backed. PR 46152 is broader and more infrastructural.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related theme, but not the same underlying bug or change. 46152 rewrites import_utils source/resource resolution; 46207 changes modeling_utils _can_set_attn_implementation to use inspect.getsource. Different files, different behavior, and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368" + ], + "prepared_review_unit_hash": "e3b1485a87958cdba05067ed761a8d0dd6a69766c9e75e9e658ff2e18448d485", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5962, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5962, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is only loosely related by test maintenance, but it actually contains two different quant-cache skips for different models plus an unrelated Cohere2-MoE test configuration fix. I would not deduplicate any of the PRs together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46362 is the clearest representative of the shared theme: a minimal, model-specific skip for a failing quant-cache generation test with an explicit incompatibility reason.", + "best_issue_reason": null, + "best_pr_reason": "PR 46362 is the most representative standalone fix in the cluster: it directly addresses a concrete test failure with the smallest, most explicit change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different failures: 46337 changes device-splitting test setup for Cohere2-MoE, while 46368 only skips a Nemotron-H quant_cache test." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Not the same underlying bug or change; 46337 is about accelerate/offload test configuration, 46362 is a DeepSeek-V4 quant_cache compatibility skip." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both touch quant_cache tests, but they are separate model-specific incompatibilities with different cache implementations and failure modes, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 34, + "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": "0deb5e60e67f2205cd0f7975b54d38694f8b09eaaedb8acb0c992e83b9d867d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching infrastructure, and the other adds the HunYuan VL model, docs, and tests. They do not look like the same underlying change or bug fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true canonical duplicate of the other; if one must be chosen, #46417 is the cleaner self-contained feature addition, while #46376 is a draft infrastructure change in a different area.", + "best_issue_reason": null, + "best_pr_reason": "#46417 is the best representative PR in this set because it is more complete and cohesive, but it is not a duplicate of #46376.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Reject: these PRs target different code paths and goals. #46376 adds multimodal support to continuous batching internals, while #46417 adds a new HunYuan VL model package, docs, and tests. They are not plausibly mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/manifest.json b/snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9bf7cb780725112148cd18e1aa26f7901f5c7dc9 --- /dev/null +++ b/snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260606t000047z", + "artifacts": { + "hybrid": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-06T00:04:16Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260606T000047Z", + "variant": "hybrid" +} diff --git a/snapshots/20260606T000047Z/manifest.json b/snapshots/20260606T000047Z/manifest.json index 911f44774131f9cf3bb01e2cfc5356089f0589cf..3af48688dd7c4984f59b0613e97174e2398b8504 100644 --- a/snapshots/20260606T000047Z/manifest.json +++ b/snapshots/20260606T000047Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 478 }, "extracted_at": "2026-06-06T00:00:47Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260606t000047z", + "runs": { + "hybrid-model-20260606t000047z": { + "analysis_id": "hybrid-model-20260606t000047z", + "artifacts": { + "hybrid": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260606T000047Z/analysis-runs/hybrid-model-20260606t000047z/manifest.json", + "model": null, + "published_at": "2026-06-06T00:04:16Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260606T000047Z", "watermark": {