diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index c8dc2655f3349a16332dc753b596dfeaf216bb8e..1e796879e1b65a50496ce6fa6cb9b3d5728126b6 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": "20260614T000126Z", - "generated_at": "2026-06-14T00:10:27Z", + "snapshot_id": "20260614T060034Z", + "generated_at": "2026-06-14T06:04:51Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1152,7 +1152,7 @@ "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 43240, "canonical_pr_number": 43251, "issue_numbers": [ @@ -1163,8 +1163,7 @@ 43254 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -1622,6 +1621,72 @@ } ] }, + { + "cluster_id": "cluster-46614-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46614.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46614, + "canonical_pr_number": 46616, + "issue_numbers": [ + 46614 + ], + "pr_numbers": [ + 46616, + 46638 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46616, + "right_pr_number": 46638, + "code_similarity": 0.83, + "size_similarity": 0.917, + "file_overlap": 1.0, + "area_overlap": 0.828, + "patch_similarity": 0.377, + "shared_filenames": [ + "src/transformers/models/wav2vec2_phoneme/tokenization_wav2vec2_phoneme.py", + "tests/models/wav2vec2_phoneme/test_tokenization_wav2vec2_phoneme.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/wav2vec2_phoneme/tokenization_wav2vec2_phoneme.py", + "left_ranges": [ + [ + 255, + 261 + ] + ], + "right_ranges": [ + [ + 256, + 262 + ] + ] + }, + { + "filename": "tests/models/wav2vec2_phoneme/test_tokenization_wav2vec2_phoneme.py", + "left_ranges": [ + [ + 229, + 249 + ] + ], + "right_ranges": [ + [ + 229, + 246 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1681,6 +1746,60 @@ } ] }, + { + "cluster_id": "cluster-46612-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46612.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46612, + "canonical_pr_number": 46639, + "issue_numbers": [ + 46612 + ], + "pr_numbers": [ + 46615, + 46639 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46615, + "right_pr_number": 46639, + "code_similarity": 0.204, + "size_similarity": 0.144, + "file_overlap": 0.5, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [ + "src/transformers/generation/utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/generation/utils.py", + "left_ranges": [ + [ + 955, + 989 + ], + [ + 3421, + 3429 + ] + ], + "right_ranges": [ + [ + 3392, + 3404 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -1740,60 +1859,427 @@ ] }, { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46635-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 46637, "issue_numbers": [], "pr_numbers": [ - 44002, - 44004 + 46635, + 46636, + 46637 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 46635, + "right_pr_number": 46636, + "code_similarity": 0.657, + "size_similarity": 0.5, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.381, + "shared_filenames": [ + "src/transformers/generation/configuration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/generation/configuration_utils.py", + "left_ranges": [ + [ + 647, + 653 + ] + ], + "right_ranges": [ + [ + 647, + 653 + ] + ] + } + ] + }, + { + "left_pr_number": 46635, + "right_pr_number": 46637, + "code_similarity": 0.555, + "size_similarity": 0.316, + "file_overlap": 0.333, + "area_overlap": 1.0, + "patch_similarity": 0.276, + "shared_filenames": [ + "src/transformers/generation/configuration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/generation/configuration_utils.py", + "left_ranges": [ + [ + 647, + 653 + ] + ], + "right_ranges": [ + [ + 647, + 653 + ] + ] + } + ] + }, + { + "left_pr_number": 46636, + "right_pr_number": 46637, + "code_similarity": 0.785, + "size_similarity": 0.632, + "file_overlap": 0.667, + "area_overlap": 1.0, + "patch_similarity": 0.724, + "shared_filenames": [ + "src/transformers/generation/configuration_utils.py", + "tests/generation/test_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/generation/configuration_utils.py", + "left_ranges": [ + [ + 647, + 653 + ] + ], + "right_ranges": [ + [ + 647, + 653 + ] + ] + }, + { + "filename": "tests/generation/test_utils.py", + "left_ranges": [ + [ + 1592, + 1598 + ] + ], + "right_ranges": [ + [ + 1592, + 1598 + ] + ] + } + ] } ] }, { - "cluster_id": "cluster-46504-2", + "cluster_id": "cluster-45415-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46504, + "canonical_pr_number": 45425, "issue_numbers": [], "pr_numbers": [ - 46504, - 46563 + 45415, + 45425 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46504, - "right_pr_number": 46563, - "code_similarity": 0.185, - "size_similarity": 0.923, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 45415, + "right_pr_number": 45425, + "code_similarity": 0.092, + "size_similarity": 0.171, + "file_overlap": 0.065, + "area_overlap": 0.053, + "patch_similarity": 0.13, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py", + "src/transformers/modeling_utils.py", + "utils/check_types.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 12, + 18 + ], + [ + 148, + 156 + ] + ], + "right_ranges": [ + [ + 31, + 37 + ], + [ + 148, + 154 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 29, + 35 + ], + [ + 175, + 181 + ], + [ + 187, + 193 + ], + [ + 295, + 301 + ], + [ + 449, + 458 + ], + [ + 840, + 851 + ], + [ + 1032, + 1038 + ], + [ + 1062, + 1068 + ], + [ + 1566, + 1572 + ], + [ + 1822, + 1828 + ], + [ + 1833, + 1841 + ], + [ + 2393, + 2399 + ], + [ + 2990, + 2996 + ], + [ + 3136, + 3143 + ], + [ + 3262, + 3268 + ], + [ + 3291, + 3299 + ], + [ + 3320, + 3326 + ], + [ + 4010, + 4016 + ], + [ + 4177, + 4183 + ], + [ + 4190, + 4196 + ], + [ + 4505, + 4511 + ], + [ + 4623, + 4629 + ], + [ + 4747, + 4753 + ], + [ + 4765, + 4771 + ] + ], + "right_ranges": [ + [ + 29, + 35 + ], + [ + 121, + 127 + ], + [ + 139, + 147 + ], + [ + 181, + 187 + ], + [ + 191, + 214 + ], + [ + 343, + 360 + ], + [ + 374, + 383 + ], + [ + 428, + 438 + ], + [ + 903, + 923 + ], + [ + 962, + 968 + ], + [ + 1010, + 1016 + ], + [ + 1079, + 1095 + ], + [ + 1112, + 1129 + ], + [ + 1626, + 1633 + ], + [ + 1853, + 1862 + ], + [ + 1873, + 1892 + ], + [ + 1895, + 1903 + ], + [ + 1924, + 1930 + ], + [ + 2448, + 2469 + ], + [ + 3059, + 3065 + ], + [ + 3205, + 3212 + ], + [ + 3328, + 3338 + ], + [ + 4095, + 4106 + ], + [ + 4293, + 4301 + ], + [ + 4635, + 4641 + ], + [ + 4757, + 4763 + ], + [ + 4836, + 4849 + ], + [ + 4889, + 4895 + ], + [ + 4907, + 4913 + ] + ] + }, + { + "filename": "utils/check_types.py", + "left_ranges": [ + [ + 4, + 10 + ], + [ + 15, + 28 + ], + [ + 32, + 54 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 26, + 32 + ] + ] + } + ] } ] }, @@ -2100,7 +2586,7 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." }, { "cluster_id": "cluster-43698-3", @@ -2128,15 +2614,6 @@ "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": [ - 44004 - ], - "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, @@ -2155,6 +2632,15 @@ "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-45415-2", + "canonical_pr_number": 45425, + "duplicate_pr_numbers": [ + 45415 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45415-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2192,13 +2678,32 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46504-2", - "canonical_pr_number": 46504, + "cluster_id": "cluster-46612-3", + "canonical_pr_number": 46639, + "duplicate_pr_numbers": [ + 46615 + ], + "target_issue_number": 46612, + "reason": "PRs in cluster-46612-3 are treated as duplicates because they converge on issue #46612 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46614-3", + "canonical_pr_number": 46616, + "duplicate_pr_numbers": [ + 46638 + ], + "target_issue_number": 46614, + "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46635-3", + "canonical_pr_number": 46637, "duplicate_pr_numbers": [ - 46563 + 46635, + 46636 ], "target_issue_number": null, - "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46635-3 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 164dd86f7b6396aba95042961786771a08748a38..7e854754d0892d73b65a80e36470963fdcba43da 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": "20260614T000126Z", - "generated_at": "2026-06-14T00:10:27Z", + "snapshot_id": "20260614T060034Z", + "generated_at": "2026-06-14T06:04:51Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -451,8 +451,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -799,8 +799,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -1121,8 +1121,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -1460,8 +1460,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -1768,8 +1768,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -2096,8 +2096,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -2439,8 +2439,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -2761,8 +2761,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -3080,8 +3080,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -3415,8 +3415,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -3733,8 +3733,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -4045,8 +4045,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -4378,8 +4378,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -4682,8 +4682,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -4975,8 +4975,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -5308,8 +5308,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -5585,8 +5585,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -5869,8 +5869,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -6177,8 +6177,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -6499,8 +6499,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -6800,8 +6800,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -7177,7 +7177,7 @@ "issue:33666|issue:36331", "issue:43262|issue:43295" ], - "prepared_review_unit_hash": "84724db90a9d8828873ef88e1d9b05245844f9da5b9e0442be5bf724b670f8c3", + "prepared_review_unit_hash": "f4de607f16b09f10e022a8f5eeb4dbd79fa8ca5bf2ffed169a34edd8cf79fc7f", "component_budget": { "node_count": 467, "item_count": 467, @@ -7199,198 +7199,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: tokenizer/processor regressions, model-loading failures, generation/cache bugs, and trainer/runtime errors. The proposed soft pairs are mostly thematically related but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the set as a major v5 regression report around custom model initialization, but the cluster is not a true duplicate group.", + "summary": "This set is a heterogeneous grab-bag of unrelated tokenizer, loading, generation, processor, and training issues; none of the soft edges look like true duplicates, so every candidate pair is rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct bugs and regressions across unrelated code paths. If one must be named as the broadest representative, issue 45701 is the most general tokenizer-regression report, but it is not a true duplicate anchor for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single representative because it is the most general API-breakage report in an otherwise mixed cluster; it is still only a loose umbrella, not a duplicate anchor.", + "best_issue_reason": "Issue 45701 is the closest thing to a global representative only because it is broad and active, covering version-dependent tokenization behavior; however, it is still not semantically aligned with most other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Different bugs: save_pretrained shard-size default vs AutoProcessor kwargs not being forwarded to cached_file." + "reason": "Both mention save/load plumbing, but one is about `max_shard_size` in `save_pretrained()` and the other about kwargs not reaching `cached_file`; different bugs." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token problems, but they affect different tokenizers and different code paths." + "reason": "Both involve tokenizer special-token behavior, but they affect different tokenizers and different failure modes; not the same underlying bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM efficient loading." + "reason": "`trust_remote_code` config field loss and broken FSDP CPU-efficient loading are unrelated issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both touch tokenizer loading, but one is an offline model_info call bug and the other is a model-specific tokenizer loading failure." + "reason": "One is an offline-mode `model_info()`/regex patching problem; the other is a tokenizer-loading failure for a specific model. Different causes." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/cache behavior, but one is chunked generation with compiled forward and the other is recurrent state reset in qwen3_5 modular code." + "reason": "Both are generation/cache-related, but one is chunked compiled forward inconsistency and the other is recurrent-state reset in a specific modular model path; not one bug." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and T5 apex fused RMSNorm memory leak are unrelated issues." + "reason": "Auxiliary-loss normalization and an Apex RMSNorm memory leak are clearly different issues." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration for one tokenizer is not the same as losing custom token IDs after save/load." + "reason": "Special-token registration bug vs. config token-ID persistence bug; related domain, different root cause." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Inconsistent tokenizer behavior and a MacOS bus error on CLIP loading are different failures." + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error in a CLIP model are unrelated." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE layer dropping in Smollm3 is unrelated to Sam3 text encoder weights not being loaded." + "reason": "RoPE-layer dropping in Smollm3 and missing text-encoder weight loading in Sam3 are different model-loading problems." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization does not match DeepSeekV3 remote implementation divergence." + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different code paths and bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to save/load loss of custom token IDs." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation in config." + "reason": "Video-input regression and `num_labels` propagation are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Incorrect auxiliary-loss normalization is unrelated to version-dependent tokenization changes." + "reason": "Aux-loss normalization is unrelated to broad tokenizer-version behavior changes." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Model compile/SDPA failure and MLukeTokenizer AttributeError are different bugs." + "reason": "Bamba compile/SDPA failure and MLukeTokenizer attribute error are different bugs." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the model, trigger, and failing component differ materially." + "reason": "Both mention NaNs, but they occur in different models and with different triggers; not the same defect." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both are cache-related generation bugs, but they are different cache operations and different model families." + "reason": "Both touch generation cache logic, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder skipping for specific models; distinct bugs." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are unrelated." + "reason": "Qwen2-VL multi-GPU training and a `GenerationMixin` import error are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but one is compiled chunked generation and the other is a flash-attention issue in Qwen3.5." + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failures are different generation regressions." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM loading KeyError and AutoImageProcessor URL loading failure are different loading paths and failures." + "reason": "Model key error on load and `AutoImageProcessor` URL loading are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType GPU broadcast error is not the same as Qwen2-VL multi-GPU training." + "reason": "Trainer `_gpu_broadcast_one` NoneType handling and Qwen2-VL multi-GPU training are different issues." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is unrelated to compiled chunked generation inconsistency." + "reason": "Qwen3 auto device-mapping cuda assert and chunked-generation compiled-forward inconsistency are not the same bug." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + "reason": "Missing config fields with `trust_remote_code` and removal of `is_torch_fx_available` breaking custom models are different root causes." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Inconsistent lm_head serialization and broken quantized save/load are separate serialization bugs." + "reason": "Device-dependent `lm_head.weight` serialization and quantized save/load breakage are both persistence issues, but not the same one." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy field loading for Beit is unrelated to Bamba torch.compile SDPA failure." + "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both are loading-related, but they concern different models and distinct root causes." + "reason": "Beit legacy-field loading and BitNet packed-weight loading during accelerate are different load-path bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but one is batched padding behavior and the other is assistant tool-call messages with no content." + "reason": "Both are `apply_chat_template` crashes, but they involve different inputs and failure modes; not clearly the same underlying bug." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet processor image-size mismatch are different bugs." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Packed-weight loading during accelerate and custom-token-ID persistence are unrelated." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature break are different training issues." + "reason": "Pretrained-model legacy-field loading and OmDet-Turbo processor size mismatch are different issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image regression are distinct processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-passing regression are both processor-related, but they are separate bugs." } ] }, @@ -7409,8 +7397,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -7735,8 +7723,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -8025,8 +8013,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -8329,8 +8317,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -8627,8 +8615,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -8935,8 +8923,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -9240,8 +9228,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -9573,8 +9561,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -9891,8 +9879,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -10182,8 +10170,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -10465,8 +10453,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -10762,8 +10750,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -11070,8 +11058,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -11388,8 +11376,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -11679,8 +11667,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -11996,8 +11984,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -12307,8 +12295,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -12618,8 +12606,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -12939,8 +12927,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -13250,8 +13238,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -13568,8 +13556,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -13865,8 +13853,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -14262,7 +14250,7 @@ "issue:43976|issue:45446", "issue:44625|issue:46002" ], - "prepared_review_unit_hash": "6799f923afbb452bf2511cf414513e9d1a1ab7fcc4d36b6965284671725a0fdb", + "prepared_review_unit_hash": "ce0b2a814490afba916c90eb9480081f61c717964a5d3533cdb62c8e39107831", "component_budget": { "node_count": 467, "item_count": 467, @@ -14284,186 +14272,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous: tokenizer regressions, import errors, model-loading issues, training bugs, and docs/env problems. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest representative here: a general Transformers v5 upgrade/import regression report. It is still not a duplicate hub for the rest, but it best matches the cluster\u2019s widest theme.", + "summary": "This is not a true duplicate cluster: most pairs are only loosely related by subsystem or version, but they describe different concrete bugs, model families, or failure modes. A few tokenizer/import regressions look superficially similar, yet not close enough to merge as the same underlying issue.", + "confidence": 0.7, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set, so it is the best umbrella-style issue among the loosely related candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally representative issue in this set because it captures the broad v5 breakage pattern better than the many narrow model-specific reports.", + "best_issue_reason": "issue:44779 is the strongest standalone representative of the tokenizer-regression subset because it has the clearest concrete symptom and some inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Different SAM 3 bugs: a model-type warning versus a missing attribute on a vision encoder output." + "reason": "Both are SAM 3 Video-area issues, but one is a model-type warning and the other is a missing attribute error; different concrete bugs." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both involve tokenization/phonemization, but they are different code paths and different symptoms (offset mapping vs stale espeak backend)." + "reason": "Different tokenizers and different failure modes: offset mapping regression vs phonemizer backend state leak." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Unrelated failures: Qwen3-VL-Moe behavior versus position_ids buffer access." + "reason": "Qwen3-VL-Moe from_pretrained/load issue vs a buffer read/position_ids bug; not the same code-path." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different model-loading/saving paths and different models; dequantized save failure is not the same as gguf AutoTokenizer/AutoModel loading breakage." + "reason": "Saving dequantized models and loading gguf via auto classes are distinct problems." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad Moe area, but not the same concrete bug: Qwen3-VL-Moe issue versus FP8 save_pretrained issue." + "reason": "Both mention MoE, but one is a load/regression issue and the other is FP8 save_pretrained behavior." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + "reason": "Related Qwen3.5 area, but save_pretrained corruption and from_pretrained loading errors are different bugs." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different symbols; these are not the same underlying import bug." + "reason": "Both are import errors, but for different missing symbols; no evidence of one shared underlying breakage." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Unrelated: missing transformers.onnx module versus slow/fast tokenizer inconsistency." + "reason": "Completely different subsystems: ONNX import failure vs tokenizer slow/fast inconsistency." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different models and different behaviors, not one concrete duplicate bug." + "reason": "Both are tokenizer regressions in v5, but one is broad version-to-version inconsistency and the other is Deepseek-specific incorrect output; not clearly the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages/symbols; no shared code-path bug is evident." + "reason": "Different missing imports from different modules; too broad to treat as the same defect." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Different features entirely: tensor parallel training versus an example script returning empty multi-label results." + "reason": "Tensor-parallel training and example-script multi-label classification are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different problems in different execution modes: dtype change during evaluate versus wrong LLM output under pipeline parallelism." + "reason": "Dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different environment/install failure modes; pip extra dependency omission is not the same as Python 3.14 load failure." + "reason": "Backend packaging/install issue vs Python 3.14 loading failure; different root causes." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation discrepancy versus a Qwen3_5 infinite loop on a specific image." + "reason": "Different models and different symptoms: implementation discrepancy vs image-triggered infinite loop." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No overlap beyond being issues in Transformers; one is a missing module import, the other is a model-specific error message clarity complaint." + "reason": "No shared underlying bug; ONNX import failure and LayoutLMv3 error messaging are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation and RoPE implementation are different bugs in different parts of the stack." + "reason": "Both are GLM-5-related, but generation config validation and RoPE implementation are distinct issues." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Completely unrelated: torch.compile attention-kernel divergence versus a SequenceFeatureExtractor.pad performance issue." + "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding inefficiency." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Different tokenizer-related concerns: v5 cleanup behavior versus phonemizer backend state not resetting." + "reason": "Different tokenizer behaviors: clean_up_tokenization_spaces change vs stale phonemizer language backend." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same as the broad multi-import regression; insufficient evidence they are one bug." + "reason": "The second is a broad post-upgrade import breakage report, while the first is one specific missing import; not the same concrete bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "Different model/runtime issues: VRAM leak in multi-threaded dataloaders versus dtype mismatches in CI inference." + "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a decoder-type regression and the other is Deepseek-specific incorrect tokenization." + "reason": "Both involve tokenizer regressions in v5, but one is decoder-type selection and the other is incorrect tokenization output; not enough to unify." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Unrelated: base_model_prefix loading regression versus NaNs in classification heads after checkout/init." + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different bugs." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Different tasks and failure modes; example-script empty outputs do not match a SigLIP2 implementation discrepancy." + "reason": "Python version support issue vs a PyTorch version check bug; unrelated." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation for Qwen3.5 is unrelated to NaNs after checkout/init." + }, + { + "left": "issue:44704", + "right": "issue:44938", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "Missing kwargs passthrough to cached_file is unrelated to Python 3.14 load failures." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same bug." + "reason": "Compiled Python file errors and documentation parameter mismatch are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different loader paths: missing embed_tokens.weight in a model class versus AutoProcessor failing to pass kwargs to cached_file." + "reason": "Different from_pretrained loading problems affecting different call sites and data paths." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same family name, but different concrete issues and likely different model variants/code paths." + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but they target different model variants and different load-time failures." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different version-check bugs in different areas; Python support regression is not the same as flex_attention import gating." + "reason": "No shared bug: one is package compatibility with Python versions, the other is an import-version check." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Different symptoms and subsystems: num_labels propagation in Qwen3.5 versus NaNs in classification heads." + "reason": "Configuration propagation for Qwen3.5 is unrelated to classification-head NaNs." } ] }, @@ -14569,7 +14563,7 @@ "issue:42222|issue:46178", "issue:42617|issue:45341" ], - "prepared_review_unit_hash": "6da470c46e66327ad56c5fa8d0847be5a24f65cf79f800e2d4eacbc14da8ba38", + "prepared_review_unit_hash": "0fa1c3df21e3a3ab0833c9083f042a33267068758fd23b24e32619ffae2ff4c0", "component_budget": { "node_count": 467, "item_count": 467, @@ -14591,192 +14585,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports across tokenizers, generation, training, vision, and testing utilities. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "If forced to pick one representative issue, `issue:33453` is the broadest and most central title (`Regression in tokenizer loading`), but it is still too generic to serve as a strong canonical for the whole set.", + "summary": "This is not a coherent duplicate cluster: the items span unrelated tokenizer regressions, training/runtime bugs, import errors, docs issues, and model-specific failures. No soft pair looks like the same underlying bug or change, so there is no clear canonical artifact.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is canonical because the set is heterogeneous and the soft-similarity links connect unrelated problems rather than true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:33453` is the best single representative because it is the most general tokenizer-loading regression title; however, the overall set is heterogeneous, so no issue is a truly good global canonical.", + "best_issue_reason": "No best issue stands out as a cluster representative; the items do not converge on one underlying bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Different bugs: one is optimizer argument handling, the other is a trainer evaluate-after-train failure." + "reason": "Different failures: SGD optimizer args vs trainer.train()/evaluate() lifecycle. Same training area, but not the same bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Same model family but different failures: incorrect saved visual encoder keys vs a from_pretrained error." + "reason": "Both involve Qwen3.5, but one is save_pretrained visual encoder keys and the other is from_pretrained loading failure; different code paths and symptoms." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Unrelated subsystems: vitpose model breakage vs Ministral FlashAttention generation failure." + "reason": "Vitpose model breakage and Ministral FlashAttention failure are unrelated model-specific bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Different code paths: qwen3_omni_moe feature-length helper behavior vs a flex_attention version check." + "reason": "qwen3_omni_moe feature-length helper and AuxRequest import version check are unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label output bug is not the same as a pipeline removal/error-message issue." + "reason": "Example script multi-label output bug vs pipeline() translation error messaging; different functionality." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "Both involve tokenizer/model behavior, but one is a VRAM leak in threaded dataloaders and the other is BPE marker handling." + "reason": "VRAM leak in Qwen3ForCausalLM threads and tokenizer BPE marker handling are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Different failure modes and code paths: FSDP/PEFT optimizer state corruption vs chunked-prefill cache handling." + "reason": "FSDP2/PEFT optimizer state bug and chunked_prefill cache issue are different generation/training paths." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related, but one is invalid GenerationConfig handling and the other is a stale warning for num_return_sequences." + "reason": "GenerationConfig validation error and stale warning about num_return_sequences are different generation issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs mentioning pipeline after v5 removals is unrelated to a PyTorch version check bug." + "reason": "Docs referencing pipeline() and a PyTorch version check bug are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both are attention-related, but they affect different models and different behaviors." + "reason": "Both involve attention behavior, but GPT2 scaling under SDPA/FlashAttention is not the same as Gemma4 bidirectional mask construction." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is generic loading and the other is a specific offset_mapping bug." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Different tokenizers and different bugs: codec/fix_mistral_regex handling vs stale espeak backend state." + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression and Wav2Vec2 phonemizer stale language state are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback logic and flash_attention sink-less crash are unrelated." + "reason": "Tokenizer mapping lookup and flash_attention.py sink-less-model crash are unrelated import/runtime bugs." }, { "left": "issue:45071", "right": "issue:46614", "accept": false, - "reason": "Type-checking regression in PretrainedConfig is not the same as tokenizer backend state leakage." + "reason": "PretrainedConfig type-checking break and phonemizer backend state bug are unrelated." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache issue and feature extractor padding performance bug are unrelated." + "reason": "Generation cache missing and feature extractor pad performance are different subsystems and bug types." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5 loading/config breakages, but one is an init_empty_weights argument error and the other is a type-checking regression." + "reason": "init_empty_weights unexpected argument and PretrainedConfig type checking are separate v5 compatibility regressions." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "`43906` is only an isolated reproduction of another issue; there is no evidence it matches the Qwen3 VRAM leak." + "reason": "VRAM leak in multi-threaded dataloading is unrelated to an isolated reproduction of another issue." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different model families and different symptoms." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer failure modes." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights is unrelated to NaNs in classification heads." + "reason": "lm_head serialization inconsistency and NaNs in classification heads are unrelated model-state bugs." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes and missing-torchvision AutoProcessor crashes are different bugs." + "reason": "Batched video processor shape bug and missing torchvision crash are different video-processing issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump/release issue is unrelated to a flex_attention import version check." + "reason": "PEFT minimum version bump and AuxRequest PyTorch version check are unrelated dependency/version problems." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both involve generation and Qwen-like models, but one is config validation and the other is flash-attention generation behavior." + "reason": "GLM-5 GenerationConfig invalid and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Layer 0 missing projections in qwen3next is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Missing qkv/gate projections in qwen3next and Qwen3.5 MoE from_pretrained error are not the same bug." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and a feature-extractor padding inefficiency are unrelated." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utilities, but one is a generic bug and the other is a specific xdist race on captured_info.txt." + "reason": "Generic testing_utils bug and xdist race on captured_info.txt are different test-infrastructure issues." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type-checking and stale model.config.dtype after from_config are different configuration issues." + "reason": "PretrainedConfig typing break and stale config.dtype after from_config are distinct config-related regressions." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different problems: degenerate training with flash_attention_3 vs incorrect checkpoint saving for Qwen3.5." + "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained checkpoint corruption are different failure modes." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different API breakages." + "reason": "Different import errors for different symbols; no shared underlying bug is evident." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping fallback and Mistral regex patch crash are separate tokenizer-loading bugs." + "reason": "Tokenizer mapping None handling and _patch_mistral_regex AttributeError are unrelated tokenizer-loading bugs." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose breakage and an unsupported tensorflow_text backend error are unrelated." + "reason": "Vitpose model breakage and unsupported tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug do not share the same underlying issue." } ] }, @@ -14795,8 +14795,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -15096,8 +15096,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -15407,8 +15407,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -15740,8 +15740,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -16080,8 +16080,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -16416,8 +16416,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -16749,8 +16749,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -17131,8 +17131,8 @@ "review_unit_count": 55, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-467", "nodes": [ @@ -17523,8 +17523,8 @@ "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": [ @@ -17601,8 +17601,8 @@ "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": [ @@ -17672,8 +17672,8 @@ "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": [ @@ -17735,8 +17735,8 @@ "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": [ @@ -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-36817-16", "nodes": [ @@ -18290,8 +18290,8 @@ "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": [ @@ -18353,8 +18353,8 @@ "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": [ @@ -18416,8 +18416,8 @@ "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": [ @@ -18479,8 +18479,8 @@ "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": [ @@ -18542,8 +18542,8 @@ "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": [ @@ -18645,8 +18645,8 @@ "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": [ @@ -18767,8 +18767,8 @@ "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": [ @@ -18887,8 +18887,8 @@ "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": [ @@ -18950,8 +18950,8 @@ "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": [ @@ -19013,8 +19013,8 @@ "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": [ @@ -19076,8 +19076,8 @@ "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": [ @@ -19139,8 +19139,8 @@ "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": [ @@ -19257,8 +19257,8 @@ "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": [ @@ -19320,8 +19320,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -19381,7 +19381,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19427,165 +19427,162 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "08f1c94b39f989889b55381f0bdc54569655e448d3bf559205b5fa4fdd4f393c", + "prepared_review_unit_hash": "f846fcff85c8fbfb87e1d3703c9076d5f5129010b78bd34b52048fedbe7ff17b", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38083, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38083, - "estimated_input_tokens": 9521, - "estimated_eval_tokens": 19298 + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is almost entirely a set of unrelated PRs that were only linked by broad soft similarity. The only true duplicate pair is the two `fixed_cross_entropy` changes in `loss_utils.py` (`#43251` and `#43254`), which both address the same underlying API support in the same code path.", - "confidence": 0.96, + "summary": "This cluster is not a duplicate set: it mixes unrelated model additions, tokenizer/processor tweaks, loss/refactor fixes, docs, and test-only changes. No pair looks like the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "#43251 is the clearest representative of the only real duplicate pair: it targets issue #43240 directly, makes the same `fixed_cross_entropy` change as #43254, and has more complete review/context.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#43251 is the best single artifact for the cluster because it captures the only genuine duplicate change and is the most explicit, issue-linked version of that fix.", + "best_pr_reason": "PR 43251 is the most self-contained and issue-backed change in the set, with a narrow fix to `fixed_cross_entropy` tied to an explicit issue target.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model addition vs Executorch dynamic-shape export test; unrelated changes." + "reason": "One adds VideoPrism end-to-end; the other adds an Executorch dynamic-shapes test. Different models and different code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods vs Executorch export testing; different subsystems and goals." + "reason": "Mistral tokenizer method additions are unrelated to Executorch export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions vs adding MobileLLM; no shared bug or code path." + "reason": "Tokenizer missing-method fixes are unrelated to adding MobileLLM model support." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes vs a new model implementation; not the same underlying fix." + "reason": "Processor robustness changes for existing models do not match a new MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs support vs MobileLLM model addition; unrelated." + "reason": "Cross-entropy kwargs plumbing is unrelated to adding a new model architecture." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility API change vs Mistral4 test fixes; different artifacts and problems." + "reason": "Loss-function kwargs handling is unrelated to Mistral4 test fixes and model wiring." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test vs Mistral4 test/model fixes; not mergeable as one change." + "reason": "Executorch dynamic export tests are unrelated to Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export testing vs MobileLLM model addition; no common code-path bug." + "reason": "Executorch exportability tests and MobileLLM model addition are different changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM vs config-resolution ordering fix; unrelated." + "reason": "Adding MobileLLM is unrelated to fixing config-resolution order in `modeling_utils`." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor; different scope." + "reason": "A new model implementation is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; not the same concrete change." + "reason": "Falcon output-capture refactoring is unrelated to the model-creation skill workflow." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 test fixes; unrelated." + "reason": "Falcon standardized output changes are unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs CLIP-like weight-renaming typo fix; different code paths." + "reason": "Mistral4 fixes and `layrnorm` renaming are separate model families and separate bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 changes vs chat-parsing update; unrelated." + "reason": "Mistral4 test/model fixes do not overlap with chat response parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes vs TDT loss kernel addition; no shared underlying bug." + "reason": "Mistral4 changes are unrelated to adding the TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4-specific fixes vs config resolution ordering; unrelated." + "reason": "Mistral4 test fixes are unrelated to the `cls.config` resolution-order fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill/meta tooling; not the same change." + "reason": "Mistral4 fixes and the model-creation skill are clearly different kinds of changes; no shared bug or mergeable code path." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill/meta PR; unrelated." + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", - "accept": true, - "reason": "Both PRs change `fixed_cross_entropy` in `loss_utils.py` to pass supported kwargs (`weight`/`label_smoothing`) through to `nn.functional.cross_entropy`; same underlying fix and same mergeable code path." + "accept": false, + "reason": "Both touch `fixed_cross_entropy`, but they are different implementations of the same area rather than the same exact change; they are not mergeable as one identical fix." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analyst output is grounded in the packet. It correctly identifies only #43251 and #43254 as a mergeable duplicate pair: both modify `src/transformers/loss/loss_utils.py`, both target issue 43240, and both add supported kwargs to `fixed_cross_entropy`. The remaining pairwise rejections are conservative and consistent with the packet\u2019s evidence, which is mostly soft similarity rather than shared issue targets or overlapping code paths." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19601,7 +19598,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "a9010a14557765d92e9f8e6b8bcb9d6466f6c36f28c58e7f2d1e7bbf500c5fd6", + "prepared_review_unit_hash": "cc9a5ff2e60ac26649c52a8261ce5fbf6da42bcfa86d55077d82565978ec9bbc", "component_budget": { "node_count": 2, "item_count": 2, @@ -19623,18 +19620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: #40546 adds the base VibeVoice integration, while #42781 extends it with VibeVoice Realtime and an acoustic tokenizer. They share infrastructure files because the second builds on the first, but they do not target the same concrete change.", - "confidence": 0.92, + "summary": "Two open PRs in the same VibeVoice family: #40546 is the base model implementation, while #42781 adds a realtime variant plus the acoustic tokenizer. They overlap heavily in files, but they are not the same concrete change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the foundational VibeVoice implementation, has much higher review/discussion activity, and establishes the core files that #42781 later builds on.", + "canonical_pr_reason": "#40546 is the foundational VibeVoice implementation and the clearest single representative of the cluster; #42781 looks like a later extension built on top of it.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative of the cluster since it covers the main initial model integration rather than a narrower follow-up variant.", + "best_pr_reason": "#40546 best captures the core underlying feature work (initial VibeVoice support) and has the most discussion/review activity.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Not the same underlying change: #40546 implements core VibeVoice support, whereas #42781 adds Realtime-specific functionality plus a separate acoustic tokenizer. Shared filenames reflect reuse of the same subsystem, not a mergeable duplicate PR." + "reason": "Reject: despite shared VibeVoice files, #40546 implements the base model while #42781 adds a realtime/acoustic-tokenizer extension; they are related but not the same mergeable code-path change." } ] }, @@ -19648,7 +19645,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19664,7 +19661,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "911b27eda69e978ad2d219fb4c567aee61457829034d44e8fc30f1b6f0172dfd", + "prepared_review_unit_hash": "59446da02fc7d9f727d3161f6de5f24be2b3c062b33514d408ca17f89c22bcb0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19686,18 +19683,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different models and code paths, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "The cluster contains two unrelated pull requests: one adds covariate forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They touch different model families, code paths, and user-facing features, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 40755 adds TimesFM covariate forecasting, while PR 41224 adds DINOv3 image classification support; they target different subsystems and problems.", + "canonical_pr_reason": "No canonical PR: the two PRs address distinct features in different models and should not be merged as one change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for this cluster because the PRs are unrelated; neither can represent the other.", + "best_pr_reason": "Neither PR is a global representative of the cluster because there is no duplicate relationship; if forced to pick a standalone artifact, 41224 is slightly more mature (more review activity), but it is not comparable to 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. They are not the same underlying change and should not be merged as duplicates." + "reason": "Different model families and different changes: TimesFM covariate forecasting vs DINOv3ViT image classification support. They do not fix the same code-path problem and could not plausibly be merged into one PR." } ] }, @@ -19711,7 +19708,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19774,7 +19771,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19792,7 +19789,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "f02bba194404631ee9ed4dfdc779c98abc505bf32e489d59008227212900233b", + "prepared_review_unit_hash": "06ee4da9ac4e5962593cd8f4d80a62267f65161de2eb6db14f5c8034ebb0d0be", "component_budget": { "node_count": 3, "item_count": 3, @@ -19814,24 +19811,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated model-addition efforts (DeepSeekOCR, Isaac, Kimi2-6). They share framework-wide registration/docs files, but they target different models and codepaths, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "All three items are separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6) that share framework boilerplate but target different models, docs, and codepaths. They are not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate model integrations rather than competing fixes for the same bug or feature.", + "canonical_pr_reason": "PR 45630 is a reasonable cluster representative because it is a substantial, well-scoped model addition with the highest review activity, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the strongest standalone change in the set because it appears the most complete and broadest in integration coverage, but it is still a distinct model add, not a duplicate of the others.", + "best_pr_reason": "PR 45630 is the strongest standalone representative of this cluster: it is a complete model onboarding PR with broad support files and significant review attention, making it the best single PR to anchor the group despite the others being unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and different implementation targets; overlap is only in shared registry/docs plumbing, not the same underlying change." + "reason": "Both are new-model onboarding PRs and share template files, but DeepSeek OCR and Isaac are different models with different configs, processors, and modeling code; they do not fix the same bug or implement the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac vs Kimi2-6 are separate model additions with different files and behavior; shared auto-mapping/docs edits are too generic to merge as duplicates." + "reason": "Isaac and Kimi2-6 are distinct model integrations with different filenames and model-specific implementations; the overlap is only shared infrastructure for adding models, not the same concrete change." } ] }, @@ -19845,7 +19842,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19861,7 +19858,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e9de34e3592ac2f25f9494c7845c7f20c0a9a0a356232d1aee06d5ea910328bb", + "prepared_review_unit_hash": "9d9a77b927e5185ed7e395b06293ac3ac867814a37a85c2aae6e1cfeed27b008", "component_budget": { "node_count": 2, "item_count": 2, @@ -19883,18 +19880,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap in workflow files but make different dependency bumps: one is a broad GitHub Actions update for Node 24 compatibility, the other is a Docker build-action upgrade. They are related maintenance, not the same underlying change.", - "confidence": 0.95, + "summary": "Two workflow-maintenance PRs overlap heavily in GitHub Actions version bumps, but they are not the same change: one is explicitly about Node 24 compatibility, the other is a broader/latest-version refresh with different action targets.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more problem-driven workflow update focused on Node 24 compatibility, while the other PR is a narrower action-version bump with different intent.", + "canonical_pr_reason": "pull_request:42975 is the stronger representative because it has the clearest, specific goal (Node 24 compatibility) while also touching many of the same workflow files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the clearest representative of the cluster because it addresses a concrete compatibility migration across many workflows, making it the stronger canonical PR for this set.", + "best_pr_reason": "pull_request:42975 is the best cluster representative: it is broader in workflow coverage and has a more concrete stated purpose than the generic latest-version bump PR.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They both touch GitHub Actions workflows, but the diffs update different actions for different reasons (Node 24 compatibility vs docker/build-push-action version bump). Shared filenames alone do not make them the same fix." + "reason": "They overlap on workflow action upgrades, but the concrete changes differ (Node 24 compatibility vs general latest-version bumps, including different action families). This is related maintenance, not the same underlying PR." } ] }, @@ -19908,7 +19905,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19933,12 +19930,12 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "5c3636a9e72640dbceb037528eae906aa32e5422c0b2f1ce86f1c9af21dc8fc4", + "prepared_review_unit_hash": "51cda421d25e92b98e5a0829755a38188ccf0c1e1e616367416325c2c5e68f3c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17573, + "serialized_chars": 17574, "estimated_input_tokens": 4394, "estimated_eval_tokens": 9044 }, @@ -19946,7 +19943,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17573, + "serialized_chars": 17574, "estimated_input_tokens": 4394, "estimated_eval_tokens": 9044 }, @@ -19955,54 +19952,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are superficially similar because they all add new model integrations and touch common registry/docs files, but they are different model additions with distinct architectures and code paths, so they are not duplicates.", - "confidence": 0.99, + "summary": "These PRs are all separate model-addition changes that only share repository boilerplate (docs, auto-mappings, tests). They are not duplicates of one another.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains separate model-addition PRs for different models (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), not one underlying change.", + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and code path (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), so they are not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe representative for duplicate collapse; each PR introduces a different model and could not plausibly be merged into one PR with the others.", + "best_pr_reason": "PR 43451 is the strongest representative of the set because it has the broadest, most mature model-addition diff and the most review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo: different models, different implementations, and separate integration work; shared auto/docs files are boilerplate only." + "reason": "ViT NEPA vs Molmo are different model additions with different implementations; shared auto/docs files are just boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2: unrelated model additions with different code paths and artifacts, not the same bug/change." + "reason": "ViT NEPA and Molmo2 are distinct models and code paths, so this is not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM: different model families and separate PR goals; overlap in registry/docs does not make them duplicates." + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is limited to shared registry/documentation files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo vs Molmo2 are related by name but are distinct model integrations with different files and behaviors, so they should not be merged as one PR." + "reason": "Molmo and Molmo2 are separate model families with different processing/modeling stacks, not one fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM: unrelated model additions with different implementations and no shared concrete defect/change." + "reason": "Molmo and CTSM target different model domains and code paths; shared filenames do not indicate duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM: separate model ports/integrations, not the same underlying code-path problem." + "reason": "Molmo2 and CTSM are different model additions; they do not appear to fix or add the same concrete behavior." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM vs Step3p7: distinct model additions with different architectures and targets; they only share generic integration files." + "reason": "CTSM and Step3p7 are distinct model additions in different families, so they are not the same underlying PR." } ] }, @@ -20016,7 +20013,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20024,18 +20021,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-8", + "cluster_id": "cluster-43291-14", "nodes": [ "pull_request:43291", "pull_request:43498", "pull_request:43665", "pull_request:44815", + "pull_request:44958", "pull_request:45114", + "pull_request:45415", + "pull_request:45425", "pull_request:46380", "pull_request:46539", - "pull_request:46579" + "pull_request:46579", + "pull_request:46635", + "pull_request:46636", + "pull_request:46637" ], "soft_pairs": [ + "pull_request:43291|pull_request:46636", "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", "pull_request:43291|pull_request:46380", @@ -20047,122 +20051,184 @@ "pull_request:44815|pull_request:46539", "pull_request:44815|pull_request:46380", "pull_request:44815|pull_request:46579", + "pull_request:44958|pull_request:46637", + "pull_request:44958|pull_request:46635", "pull_request:45114|pull_request:46579", + "pull_request:45415|pull_request:45425", + "pull_request:45415|pull_request:46637", + "pull_request:45415|pull_request:46635", "pull_request:46380|pull_request:46539", - "pull_request:46380|pull_request:46579" + "pull_request:46380|pull_request:46579", + "pull_request:46635|pull_request:46636", + "pull_request:46635|pull_request:46637", + "pull_request:46636|pull_request:46637" ], - "prepared_review_unit_hash": "8f1bacb1d377cb12275481e8eb2c92dcf362d2faf2c330157a2c603ebbf895fb", + "prepared_review_unit_hash": "b4861e57870588c8b8e186037324327da33ef8ab3abb84dc21ba37f63ac46049", "component_budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 14, - "serialized_chars": 23158, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38596, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 14, - "serialized_chars": 23158, - "estimated_input_tokens": 5790, - "estimated_eval_tokens": 11836 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38596, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated: Whisper decode/testing, backward-compatibility for tie_weights, placeholder test changes, FP8 dequantization, doctest cleanup, generation watermarking validation, CI memory limits, and a broad typo sweep. No pair looks like the same concrete bug fix or change.", - "confidence": 0.39, + "summary": "This cluster breaks into a few small cleanup subgroups rather than one true duplicate set. The clearest duplicate pair is the typing sweep PRs 45415/45425; the rest are mostly unrelated test, import, dequant, and docs/typo changes. The only other overlap is the generation/configuration_utils typo cleanup around 46635/46636/46637, but those are better treated as overlapping cleanups than exact duplicates, except where one PR is a strict subset of another.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the most concrete code-fix candidate in the set, with a specific dequantization path change plus test coverage; the others are either test-only, docs/typo cleanups, or unrelated infrastructure/backward-compatibility work.", + "canonical_pr_reason": "PR 45415 is the best anchor because it is the broad, cohesive type-checking cleanup with substantial review activity, and 45425 looks like a direct companion/superset-style follow-up in the same typing refactor family.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 has the clearest, self-contained bug fix affecting runtime code paths, so it is the best representative of the cluster despite the lack of true duplicates.", + "best_pr_reason": "PR 45415 is the strongest representative PR in the cluster: it has the most coherent technical scope, the clearest accepted duplicate relation (45425), and is more substantive than the tiny typo/test-only PRs.", "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46636", + "accept": false, + "reason": "Whisper tokenizer/test fixes are unrelated to the generation/configuration_utils typo cleanup; they do not address the same underlying bug or change." + }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode/test fix vs unrelated CLIP/ViT test placeholders; different models and different bug surfaces." + "reason": "Whisper decode/test changes and CLIP/ViT test tweaks are different fixes in different model codepaths." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decoding vs FP8 dequant/loading logic; no shared concrete code-path." + "reason": "Whisper test/tokenizer work is unrelated to the FP8 dequant fix in core_model_loading/finegrained_fp8." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode/tests vs generation watermarking validation and broad generation test fallout; not the same fix." + "reason": "Whisper test/tokenizer changes and generation validation fixes are separate codepaths and separate bugs." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compatibility shim for tie_weights vs broad typo/doc cleanup; unrelated changes." + "reason": "A backward-compatibility shim for tie_weights is not the same change as the broad typo-cleanup sweep." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test placeholder edits for CLIP/ViT vs Phimoe CI memory-limit/integration-test fix; different intent and code paths." + "reason": "Model test placeholder edits are unrelated to the CI/device_map fix for Phimoe integration tests." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test placeholders are unrelated to FP8 dequantization and model loading behavior." + "reason": "These touch unrelated test files versus FP8 dequantization/loading logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different model tests and different underlying problems; no single bug/change to merge together." + "reason": "The CLIP/ViT test edits are not the same bug as the generation validation/configuration fix." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Placeholder model tests vs typo sweep across many unrelated files; not duplicate work." + "reason": "Model test edits are not the same change as the large typo sweep across code files." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/model-loading fix vs Phimoe CI environment adjustment; unrelated." + "reason": "FP8 dequant/loading changes and Phimoe CI resource-limit changes are different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Shared generation/modeling areas are too broad; one is FP8 dequant, the other is watermarking validation and generation tests." + "reason": "The dequant fix and generation validation fix affect different subsystems and codepaths." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Dequantization fix is runtime behavior; typo cleanup is editorial/broad refactor with no shared bug." + "reason": "FP8 dequant logic is unrelated to a repo-wide typo cleanup." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46637", + "accept": false, + "reason": "An import-error fix in video processing is unrelated to the typo fix in generation/configuration_utils and mask2former." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46635", + "accept": false, + "reason": "The PILImageResampling import fix is a different issue than the generation/configuration_utils typo cleanup." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation cleanup vs code typo sweep across many modules; not the same change." + "reason": "Doctest formatting/documentation cleanup is not the same underlying change as the code typo sweep." + }, + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": true, + "reason": "Both PRs are part of the same typing/type-checking refactor family around modeling_utils and related protocol/alias additions; they could plausibly be merged into one typing cleanup PR." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46637", + "accept": false, + "reason": "Type-checking cleanup and typo fixes in generation/configuration_utils/mask2former are unrelated." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46635", + "accept": false, + "reason": "Type-checking changes are not the same underlying change as the small typo cleanup PR." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation fix and related tests vs Phimoe CI memory patch; different failures and code paths." + "reason": "Generation validation/watermarking fixes and Phimoe CI changes are different bugs with no shared codepath." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Watermarking/generation validation vs typo cleanup; no concrete overlap." + "reason": "Generation validation logic is not the same as the broad typo-cleanup PR." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46636", + "accept": true, + "reason": "These share the exact generation/configuration_utils typo fix, and 46636 is a small superset that could plausibly absorb 46635's change in one typo-cleanup PR." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46637", + "accept": true, + "reason": "These share the same generation/configuration_utils typo fix, and 46637 could plausibly include 46635's single-line cleanup as part of one combined typo PR." + }, + { + "left": "pull_request:46636", + "right": "pull_request:46637", + "accept": false, + "reason": "They overlap on one typo line, but each also adds a different extra file-specific typo fix, so they are better treated as overlapping cleanup PRs rather than the same change." } ] }, @@ -20176,7 +20242,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20192,7 +20258,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "6ef4161d696430b6c978297a27d5e86ae6a298b0e25e7d976332660d4ba77268", + "prepared_review_unit_hash": "1bc433e63742822aa13b9a6e99064f9a70da0de1099baf013c00ce6347444d3e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20214,18 +20280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #43488 is a narrow repo-bot formatting/test tweak, while #43532 rewires CI/comment workflows and related utilities. Their only shared file is an incidental Vit test, not evidence of the same underlying change.", - "confidence": 0.96, + "summary": "These are two unrelated open PRs with similar synthetic '[don't merge]' titles, but they touch different code paths and files. They should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different concerns and do not appear mergeable into one change set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#43532 is the more substantial and coherent change set, but it is still not a duplicate of #43488.", + "best_pr_reason": "Neither PR is a good duplicate target: #43488 is a setup/dependency/version-bump test, while #43532 changes CI/workflow and testing utilities. They do not appear to fix the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the titles, touched files, and diff previews show unrelated work. #43488 changes packaging/versioning and a Vit test, while #43532 changes CI/workflow and notification/testing infrastructure; the shared test file looks incidental." + "reason": "Reject: the overlap is only superficial (shared test file / repo-bot context). #43488 is about setup.py dependency/version formatting and a Vit test, while #43532 edits GitHub Actions workflows and testing utilities. Not the same concrete change or bug." } ] }, @@ -20239,7 +20305,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20255,7 +20321,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8dadbe211c407f539dba0db78522f6a7d6e4fc75e516a025a483639efd35a996", + "prepared_review_unit_hash": "b7727abb0aee64d952cc3bc129cdc3a962b94265930d63dd428c69510c5b354f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20277,18 +20343,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs for different pipeline additions: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffolding and documentation touchpoints, but they target different tasks and code paths, so they should not be merged as duplicates.", - "confidence": 0.98, + "summary": "These are related only in that both add new segmentation pipelines and share the same documentation/registration scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the stronger representative: it has the broader implementation surface, more model/test coverage, and a more mature change set for its pipeline addition.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 looks like the best standalone PR in this cluster because it is the more substantial and complete pipeline integration with wider downstream coverage.", + "best_pr_reason": "PR 43613 is the broader/more substantial standalone addition, with more model coverage, more tests, and more integration points; if a single representative is needed, it is the stronger candidate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: the PRs add different pipelines for different segmentation tasks. Shared docs/registry changes are scaffolding, not evidence of the same underlying bug or change." + "reason": "Different pipeline features and code paths; shared docs/registry files are just common scaffolding, not evidence of the same underlying change." } ] }, @@ -20302,7 +20368,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20318,7 +20384,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "25d45b2648e95cf215231bd5f7e434ab6abbb476e13278ac60c21da9d47ef3d7", + "prepared_review_unit_hash": "35f01209b37edc2c280c4649882cf5c58faea2b57990de7b0fbe011c4f01d277", "component_budget": { "node_count": 2, "item_count": 2, @@ -20340,18 +20406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both open PRs touch src/transformers/trainer.py, but they change different trainer extension points: PR 43651 adjusts gradient-accumulation loss scaling in training_step, while PR 43663 refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying fix.", - "confidence": 0.98, + "summary": "These are both trainer.py PRs, but they address different behaviors: one changes gradient-accumulation loss scaling in training_step, the other refactors signature-column filtering for custom trainers/PEFT. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 43651 is about loss scaling during training, while PR 43663 is about dataset column filtering/signature inspection; different code paths and fixes.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global duplicate representative because they solve separate trainer problems; if forced, 43651 is the more behavior-changing trainer fix, but it does not subsume 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Shared file only; 43651 fixes loss scaling during training_step, while 43663 changes signature column inspection/filtering. Different code paths and not plausibly one merged PR." + "reason": "Both touch src/transformers/trainer.py, but one changes gradient accumulation loss normalization and the other adds an override point for signature column filtering. Different bugs, different code paths, not mergeable as one PR." } ] }, @@ -20365,7 +20431,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20381,12 +20447,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "259d56cf6dba9963736e4f5c45a4bcc92c9aa1124234477dcfe39ac6cbda1a4d", + "prepared_review_unit_hash": "a3b4cb6b6abd0f1a7c029b70a1f13d3c16ac335f576cb27aa481cf4e78ac59a1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20394,7 +20460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20403,18 +20469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related CLI serve type-annotation fixes in the same file, but they target different runtime problems: one is a broad __future__/annotation cleanup, the other is a specific TypeAdapter import/typing fix. They are not the same PR.", - "confidence": 0.86, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about import-time annotation/TypeAdapter problems, but they fix different concrete failure modes: one broadens annotation handling via `from __future__ import annotations`, while the other specifically avoids a `TypeAdapter` reference when pydantic is absent. They are related, but not the same change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more canonical fit for the cluster because it directly addresses the explicit TypeAdapter NameError with a minimal, focused change and an issue target.", + "canonical_pr_reason": "Pick PR #43842 as the canonical PR: it has the narrower, more explicit bug description and directly addresses the `TypeAdapter`/pydantic-missing import path.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best standalone PR here: it fixes one concrete runtime failure path in serve.py and is narrowly scoped to the missing TypeAdapter typing import.", + "best_pr_reason": "PR #43842 is the better representative of the cluster because it targets a specific runtime import failure with a clear fix and explicit issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: both touch src/transformers/cli/serve.py and relate to typing, but #43656 is a broader annotations/future-import cleanup while #43842 specifically fixes the TypeAdapter NameError when pydantic is absent. Different underlying bugs, not mergeable as one PR without changing scope." + "reason": "Same file and broadly annotation-related, but they fix different concrete problems and use different remedies; not the same underlying bug/change." } ] }, @@ -20428,7 +20494,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20494,7 +20560,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20570,8 +20636,8 @@ "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", - "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44161", "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44071", @@ -20607,382 +20673,406 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "325674bec9ff026b179e19cb8ac9c94b2acf075674e9a55f85468fd20c10233a", + "prepared_review_unit_hash": "fc0a816a75cf613d0c9bb1b69887ee0281915057f87ad8437cedf90e89b41e92", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous batch of per-model output-tracing refactors; only a few pairs look like true duplicates, chiefly the GPT-J/CodeGen and GPT-Neo subclusters. Most cross-model soft edges should be rejected.", - "confidence": 0.77, + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors that share a broad initiative but are not duplicates; the only strong duplicate sets are the GPT-Neo pair and the GPT-J/CodeGen family of PRs.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best canonical PR for the clearest duplicate subcluster: it is the most complete GPT-J/CodeGen output-tracing refactor and overlaps directly with the closest matching PRs (44066 and 44085).", + "canonical_pr_reason": "PR 44722 is the broadest and most complete representative of the GPT-J/CodeGen standardized output-tracing refactor, and it clearly subsumes the narrower GPT-J-only variants.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest representative of the only clearly duplicate PR family in this cluster, with the broadest GPT-J/CodeGen scope and the cleanest overlap.", + "best_pr_reason": "PR 44722 best represents the shared concrete change in this cluster because it covers the same GPT-J path plus the related CodeGen update, making it the strongest canonical PR candidate.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); only the shared issue theme is similar." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking issue is too broad to imply duplication." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output tracing vs DeBERTa output tracing are different concrete changes." + "reason": "Different model-specific refactors; both are output-tracing work but not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both diffs are GPT-J output-tracing refactors in modeling_gptj.py; 44085\u2019s title is inconsistent, but the code change matches the same underlying change." + "reason": "Same GPT-J output-tracing refactor in the same file; one is a narrower variant of the same concrete change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet refactors and EfficientNet refactor are different model paths, not the same duplicate." + "reason": "ResNet/RegNet-style vision refactor versus EfficientNet; shared theme is broad, but the code paths are unrelated." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet standardized outputs and GPT-J/CodeGen tracing are unrelated model changes." + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated implementations under the same umbrella initiative." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different code paths; only the generic tracing theme matches." + "reason": "Different model families and different code paths; not the same fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations, so these are not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen tracing vs MGP-STR tracing are different model-specific changes." + "reason": "GPT-J/CodeGen refactor versus MGP-STR; same broad output-capture theme only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model families, so this is only thematic similarity." + "reason": "GPT-J/CodeGen refactor versus MPT; different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file and appear to target the same underlying change." + "reason": "Both PRs refactor GPT-Neo output tracing in the same model/file area, so they appear to target the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations; not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; related pattern, but not the same code path." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are distinct model changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J output tracing." + "reason": "ResNet and GPT-J are unrelated; shared issue target does not make them duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different model families with different implementation details." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model families with separate refactors." + "reason": "GPT-Neo and ResNet are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated code paths." + "reason": "ResNet versus MPT; same broad tracing migration only." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo tracing and Flaubert tracing are unrelated model-specific changes." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo output tracing and Flaubert output tracing are not the same concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is a different model family than GPT-J/CodeGen." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT output tracing and GPT-J/CodeGen output tracing are separate changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families; same issue theme is not enough." + "reason": "GPT-Neo and GPT-J are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT-Neo and MGP-STR are unrelated model paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model code paths." + "reason": "GPT-Neo versus MGP-STR; only the tracing pattern is shared." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model families." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model implementations." + "reason": "GPT-2 refactor versus MGP-STR refactor; different concrete code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models and concrete changes." + "reason": "GPT-J and MGP-STR are different models; no duplicate fix here." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model code paths." + "reason": "GPT-Neo and MPT are different model code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model implementations." + "reason": "GPT-2 and GPT-J/CodeGen are separate model-specific changes." }, { - "left": "pull_request:44073", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated model families." + "reason": "SegFormer and LongT5 do not share the same concrete implementation path." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model families." + "reason": "SegFormer output tracing and GPT-J/CodeGen output tracing are unrelated." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated changes." + "reason": "SegFormer and VisualBert are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and Segformer are different model code paths." + "reason": "GPT-Neo and MPT are distinct model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "RegNet and VisualBert are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model families." + "reason": "MPT versus ImageGPT; same broad tracing migration only." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model refactors." + "reason": "VisualBert and Flaubert/XLM are different model families." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "MPNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model families." + "reason": "RegNet and SegFormer are separate vision models with different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "RegNet and MPNet are unrelated model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and MPT are different model implementations." + "reason": "TextNet and LongT5 are unrelated models; only the output-tracing theme matches." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated." + "reason": "MPNet and LongT5 are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "Segformer and LongT5 are different models." + "reason": "RegNet and GPT-Neo are unrelated model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and VisualBert are unrelated." + "reason": "RegNet and LongT5 are unrelated implementations." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model code paths." + "reason": "TextNet and LongT5 are different model-specific changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated." + "reason": "GPT-Neo and LongT5 do not share the same concrete fix." }, { "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated model families." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and SpeechT5 are unrelated." + "reason": "SqueezeBert and MPT are unrelated model code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet and Segformer are different model code paths." + "reason": "SqueezeBert and VisualBert are different implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and VisualBert are unrelated." + "reason": "SqueezeBert and GPT-Neo are separate model families." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated model refactors." + "reason": "SqueezeBert and DeBERTa v2 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model families." + "reason": "DeBERTa v2 and TextNet are different model code paths." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model code paths." + "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different model families." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "This is the same GPT-J/CodeGen tracing refactor family; 44722 overlaps directly with 44066 on the same underlying change." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader version of the same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output tracing in the same file and appear to be the same underlying refactor despite the title mismatch." + "reason": "Both cover the same GPT-J output-tracing change, and 44722 subsumes the narrower GPT-J-only variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model families." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model-specific changes." + "reason": "CVT/FNet versus ResNet/RegNet-style vision models; not the same fix." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." + "reason": "CVT/FNet and SpeechT5 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different code paths." + "reason": "DeBERTa v2 and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated model families." + "reason": "DeBERTa v2 and VITS are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model refactors." + "reason": "FocalNet and ImageGPT are unrelated model implementations; same broad output-tracing theme only." } ] }, "evaluator_result": { "accept": true, - "feedback": "Summary is grounded in the packet: the only clearly mergeable duplicate family is GPT-J/CodeGen, with 44722 as a reasonable canonical PR, and the GPT-Neo pair 44018/44068 is also a plausible duplicate subcluster. The rejected cross-model edges are conservative and mostly consistent with the concrete diffs. I don\u2019t see an overstatement that would justify rejection." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are limited to closely related PRs in the same model/file area, with 44722 clearly acting as the broader GPT-J/CodeGen follow-up and 44018/44068 plausibly the same GPT-Neo refactor. The remaining false verdicts appropriately reject cross-model matches despite shared output-tracing themes." }, "evaluator_used": true, "retried": false, @@ -20993,7 +21083,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 38, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21017,64 +21107,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "36d57a6d7a727f42d57ffaf8021f2e98a57bba4890e31687e5a46ccaa6903acf", + "prepared_review_unit_hash": "fe3128b089973c3555bccf1323f9074c4a74af4e31bbed894b1dc024aa12741a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all move different model implementations toward standardized output tracing/capture, but they are model-specific refactors rather than duplicates of the same underlying change.", - "confidence": 0.79, + "summary": "These are all separate model-specific PRs for migrating output tracing/capture to a standardized decorator pattern. They are related by theme, but they do not appear to be duplicate fixes for the same code path, so the soft edges should be rejected.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best single representative of the cluster because it is the most explicitly scoped, has an issue target, and clearly shows the standardized output-capture refactor pattern; however, it is still not a duplicate of the others.", + "canonical_pr_reason": "pull_request:44073 is the clearest representative of the cluster: it is a focused, model-local output-tracing refactor with explicit use of the standardized capture/tuple helpers and a small, self-contained diff.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative for the cluster theme, but only as a representative of the pattern, not as a mergeable duplicate of the other PRs.", + "best_pr_reason": "pull_request:44073 is the strongest overall representative because its scope and title most directly describe the shared pattern across the cluster without depending on an explicit issue link.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models and code paths (VisualBert vs TextNet). They are not the same concrete change and would not plausibly be merged into one PR without unrelated model-specific edits." + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths; same pattern, not the same underlying bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate implementations with different tracing hooks and layers; this is the same refactor style, not the same bug/change." + "reason": "MPNet and VisualBert are separate model implementations; this is a shared refactor style, not one fix that could plausibly be merged into a single PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These target different model files and output-capture wiring (MPNet vs TextNet), so they are not duplicates of one underlying fix." + "reason": "Different model code paths and different local refactors; they are similar migrations, not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; both PRs standardize output handling, but they are distinct model-specific refactors." + "reason": "RegNet and SqueezeBert are unrelated model modules; the PRs both modernize output handling but address distinct implementations." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 change different model implementations and follow different output-capture mechanics, so they are not the same concrete PR." + "reason": "SqueezeBert and SpeechT5 changes are not the same concrete fix; SpeechT5 also targets a specific issue and a different output-capture path." } ] }, @@ -21088,7 +21178,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21154,262 +21244,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "1f9f41a4e8951ff4c176484088834b4d39a19524f24126b447ebfd1ac02f7f5b", + "prepared_review_unit_hash": "4de10b60867a8f640991eb3bf204069cb3e21b6a8379363da91f30363a2f3c3c", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common output-tracing/refactor theme, but they are model-specific changes across different code paths and architectures, so they are not duplicates of one another.", - "confidence": 0.96, + "summary": "These PRs share a common theme of output-tracing refactors, but they target different model families and code paths, so they are not duplicates of the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the cluster because it is a substantive output-tracing refactor that spans two closely related Mamba implementations and introduces the shared capture plumbing more explicitly than most of the others.", + "canonical_pr_reason": "No true duplicate cluster here; if one PR must represent the group, 44025 is the best fit because it is a focused, concrete refactor across a closely related model pair and includes tests.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single representative of the cluster\u2019s theme: it makes a concrete tracing/output-serialization change in a related model family, rather than a narrower one-file signature cleanup.", + "best_pr_reason": "44025 is the strongest standalone representative: it is specific, internally coherent, and has clearer scope/validation than the more generic single-file refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`timm_backbone` vs `upernet`) and different forward paths; same refactor pattern only." + "reason": "Same refactor theme, but different models (timm_backbone vs upernet) and distinct forward/output handling." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); not the same concrete change." + "reason": "Both are output-tracing refactors, but they touch unrelated architectures and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated models (`timm_backbone` vs `univnet`); both refactor output handling but in distinct code paths." + "reason": "Different model families and implementations; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and Mamba/Falcon-Mamba are separate architectures; no shared bug/change to merge." + "reason": "Different subsystems (timm_backbone vs mamba/falcon_mamba); only the high-level refactor theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `rwkv`); only the refactor motif matches." + "reason": "Different model code paths; these are similar refactors, not one shared bug fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model implementations; same broad cleanup, not the same change." + "reason": "MobileNetV1 and UnivNet are unrelated; shared wording is too broad to merge as one change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (`mobilenet_v1` vs `upernet`); not plausibly one merged PR." + "reason": "Different model families and output APIs; same general refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are distinct model families with different forward signatures." + "reason": "Different models and different output-tracing implementations; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated; similar output-tracing cleanup only." + "reason": "Same refactor motif, but the target model families are unrelated." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures (`mobilenet_v1` vs `speech_encoder_decoder`); not the same underlying bug/change." + "reason": "MobileNetV1 vs speech_encoder_decoder are not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` do not share a concrete code-path issue." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`); only analogous refactoring." + "reason": "Different models and different refactor details; not a duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "CLIP-style dual encoder vs Mamba-family models; not the same fix." + "reason": "These touch unrelated architectures; only the generic refactor pattern overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model paths with different behavior." + "reason": "Different model families and change sets; no shared concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated; shared output-tracing refactor does not make them duplicates." + "reason": "UnivNet and UperNet have unrelated forward paths and output semantics." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different codebases/models (`univnet` vs Mamba/Falcon-Mamba); no single underlying change." + "reason": "Different model stacks; not the same underlying implementation change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are unrelated model implementations." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "`univnet` and `codegen` address different model internals and output conventions." + "reason": "These are separate model-specific refactors, not one combined fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` segmentation and `rwkv` language-model internals are unrelated." + "reason": "UperNet and RWKV are unrelated; only the broad refactor theme is shared." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and output paths; not the same fix." + "reason": "Different model families and output-tracing code paths." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family refactor vs `superpoint` feature extractor refactor; different code paths." + "reason": "Falcon/Mamba and SuperPoint are unrelated implementations; not the same change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` are separate model families; only the general output-tracing theme overlaps." + "reason": "Mamba/Falcon-Mamba vs CodeGen are distinct models with different forward logic." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated implementations; not a duplicate." + "reason": "Timm backbone and CodeGen are completely different code paths; same broad refactor only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated; not a duplicate change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen do not share the same concrete bug or implementation." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated model code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model families and forward paths." + "reason": "Depth Anything and VisionEncoderDecoder are unrelated; same refactor wording is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are distinct code paths; same refactor style only." + "reason": "Different model families and different output handling." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated models." + "reason": "Depth Anything and SuperPoint are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are different architectures with no shared bug." + "reason": "Different models and implementations; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model paths; not mergeable as one fix." + "reason": "Depth Anything and DPR are different code paths with different semantics." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; only the output-refactor motif is shared." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrapper models, but this is still not the same concrete code change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Vision vs speech encoder-decoder wrappers are distinct implementations, not duplicates." + "reason": "Different model families and refactor scopes." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` solve different model-level issues." + "reason": "VisionEncoderDecoder and RWKV do not share the same underlying bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` touch different forward logic and output contracts." + "reason": "These target unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated model architectures." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; only the generic refactor pattern matches." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are different code paths and output formats." + "reason": "Different models and output APIs; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (`speech_encoder_decoder` vs `dpr`); not the same concrete change." + "reason": "SpeechEncoderDecoder and DPR are different code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated; same refactor pattern is too broad to duplicate." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` do not share a concrete bug or code path." + "reason": "Different model families and different forward/output logic." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model implementations with different output semantics." + "reason": "RWKV and DPR are unrelated; same refactor style does not imply duplicate work." } ] }, @@ -21423,7 +21525,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21439,12 +21541,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "fe52ac49387d559a875a43d41f65c421ab456e7dbe375a39b845e1bc1c1c1883", + "prepared_review_unit_hash": "f92bd7f71895d3900160f9e795b242b811b6c16c28bcf277aa3a17708f19a0ba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21452,7 +21554,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21461,18 +21563,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs: PenguinVL vs. Voxtral TTS. They overlap only on common Transformers plumbing and docs registration, which is expected for new integrations and not evidence of duplication.", - "confidence": 0.96, + "summary": "These two PRs are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS support. They share only broad transformers boilerplate, not the same underlying bug/change, so this is not a duplicate cluster.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, with no shared concrete fix to merge into one change.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the stronger standalone candidate: it is a broader, more mature model implementation with substantial review activity and a full test/docs footprint.", + "best_pr_reason": "Neither PR is a good global representative for the other; they are separate feature implementations rather than competing fixes for the same problem.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations and codepaths (PenguinVL vs. Voxtral TTS); shared auto-registration/docs files are generic boilerplate, not the same underlying change." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with distinct files and behavior; shared auto-registration/docs scaffolding is too generic to indicate the same underlying change." } ] }, @@ -21486,7 +21588,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21502,7 +21604,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "f080a6691dc6a00497dda9ab38c2e3b7866d662e999839aca69edf5d167eb8ba", + "prepared_review_unit_hash": "2d6eb267f84dd020d52cd636d219e19b239f3d9dccf8adfced44ab502f47acbd", "component_budget": { "node_count": 2, "item_count": 2, @@ -21524,18 +21626,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one introduces a general module-fusion API, the other wires kernel-based n-to-1 fusion through KernelConfig and related integration points. They overlap conceptually but do not appear to be the same fix/change.", - "confidence": 0.92, + "summary": "These are related feature PRs in the fusion/kernels area, but they are not the same change: #44979 adds a new generic Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and touches different integration paths. They should not be deduplicated.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the cleaner canonical representative because it defines the core Module Fusion API abstraction, while #45363 is a later integration of that idea into kernel-based model loading.", + "canonical_pr_reason": "PR #44979 is the more canonical high-level proposal because it introduces the reusable Module Fusion API abstraction that broader fusion work can build on.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best overall PR in the cluster because it is the foundational, self-contained feature implementation; #45363 is narrower and depends on that broader API direction.", + "best_pr_reason": "PR #45363 is the best concrete user-facing implementation candidate: it wires kernel fusion into model loading/integration code and appears to deliver a specific end-to-end feature.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Do not merge: one PR adds a generic module-fusion API, the other adds kernel-config-driven n-to-1 fusion integration and an example. They touch related subsystems but are not the same concrete code-path change and would not naturally collapse into one PR." + "reason": "Related on theme, but they target different code paths and levels of abstraction: #44979 adds a standalone module fusion framework, while #45363 implements KernelConfig-based n-to-1 fusion in model/integration utilities. They are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -21549,7 +21651,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21565,7 +21667,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "529ed34e994bf336bf36d1b967e6d70791bf347f7be1fa6a1d80f8daf89c4be9", + "prepared_review_unit_hash": "d78b9eb8ccef006f028f4446c2f5afe08b7d3abbe3c5f46c747c1f06402d66c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -21587,18 +21689,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError by switching to `tokenizer.pre_tokenizer` in `tokenization_utils_tokenizers.py`; 45317 is the more complete duplicate because it includes the code fix plus tests.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "Choose PR 45317 as canonical: it makes the same fix as 45086 but is more complete, with test coverage and a clearer title.", + "summary": "Both PRs patch the same Mistral regex code path in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`, so they address the same underlying AttributeError fix. PR 45317 is the more complete candidate because it includes tests and a clearer description.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is provided here; the shared issue target is 45081, but I can\u2019t judge canonical issue selection without the issue itself.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it covers the same fix as 45086 and also adds test coverage, making it the more complete and merge-ready version of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it addresses the same concrete bug as 45086 and adds validation tests, making it the stronger merged form.", + "best_pr_reason": "PR 45317 is best suited as the representative PR since it implements the same concrete bug fix as 45086 and includes additional tests for validation.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in the same file, same explicit issue target (#45081), and the second PR is a superset with tests; they could plausibly be merged into one PR." + "reason": "Same underlying bug fix in the same code path: both replace the incorrect `backend_tokenizer.pre_tokenizer` access with `tokenizer.pre_tokenizer` to resolve the AttributeError. The second PR appears to be a fuller version of the same change, not a different fix." } ] }, @@ -21612,7 +21714,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21632,12 +21734,12 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "8069eedebf504636a1a04c0cf0a1f0d03d4160dfc70dfe069b9f672996ef735f", + "prepared_review_unit_hash": "4f9ab2934a8f71ad2342393397146e840840c253ce6c10ae4853ff7a7e7d0017", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13473, + "serialized_chars": 13474, "estimated_input_tokens": 3369, "estimated_eval_tokens": 6994 }, @@ -21645,7 +21747,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13473, + "serialized_chars": 13474, "estimated_input_tokens": 3369, "estimated_eval_tokens": 6994 }, @@ -21654,30 +21756,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose thematic group around Nemotron model work, but the PRs split into two separate NemotronH architecture refactors and two separate ASR model additions. I do not see any true duplicate pairs.", - "confidence": 0.93, + "summary": "This cluster groups several Nemotron-related PRs, but they cover different changes: a NemotronH refactor, a NemotronH dense/sparse split, and two separate ASR model additions. The overlap is mostly subsystem-level, not the same underlying fix or feature.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the whole cluster; if one must be chosen, PR #46565 is the broadest and latest ASR-streaming implementation, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 46332 is the best standalone representative of the cluster\u2019s most substantial and cohesive change: adding Nemotron ASR streaming with the associated model, loss, auto, and docs wiring.", "best_issue_reason": null, - "best_pr_reason": "PR #46565 has the widest shared ASR infrastructure changes and the strongest overall scope, making it the best representative of the cluster despite the cluster not being a real duplicate set.", + "best_pr_reason": "PR 46332 is the strongest overall candidate because it is a focused, end-to-end feature implementation rather than a narrow refactor or a variant-specific follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both are NemotronH-related, but #45115 is a conversion/refactor PR while #45569 adds the fuller NemotronH/NemotronH Dense-Sparse model split and docs. They are related work, not the same underlying change." + "reason": "Both are NemotronH-related, but one is a model inheritance/refactor and the other is a dense/sparse architecture split; they are not the same concrete change and would not be merged as one PR." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "They target different model families: NemotronH architecture changes vs Nemotron ASR streaming. Shared auto/docs files are not enough to treat them as the same bug/change." + "reason": "These target different model families and tasks: NemotronH architecture work versus Nemotron3.5 ASR streaming. Shared auto/docs files are not enough to make them duplicates." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR-streaming PRs, but they add different model variants (Nemotron ASR vs Nemotron 3.5 ASR). This looks like adjacent feature work, not one concrete code-path fix that should be merged as duplicates." + "reason": "Both are ASR streaming PRs, but they add support for different model variants (Nemotron ASR vs Nemotron3.5 ASR) and are separate feature integrations rather than one underlying bug or change." } ] }, @@ -21691,7 +21793,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21707,12 +21809,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "275cea20499565f46474c574497afc157639815324a6f48ac3ecd648ebb71b45", + "prepared_review_unit_hash": "9b9b402ca43327fcb1c949200318bac4067b02c337861f1bf79c99726141b6eb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21720,7 +21822,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5466, + "serialized_chars": 5465, "estimated_input_tokens": 1367, "estimated_eval_tokens": 2990 }, @@ -21729,18 +21831,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related heterogeneous-feature PRs, but they are not the same change set: one adds per-layer configuration plumbing, while the other adds broader heterogeneous model/runtime support on top of that. They overlap in config helpers and tests, but target different layers of the feature stack.", - "confidence": 0.87, + "summary": "These PRs are related through the heterogeneous-modeling effort, but they are not duplicates: one adds per-layer config support, while the other builds broader heterogeneous modeling/cache/masking integration on top of that foundation.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes the model/runtime integration, cache/masking updates, and the heterogeneity feature end-to-end, so it is the better canonical representative if these must be grouped.", + "canonical_pr_reason": "PR #45332 is the broader end-to-end heterogeneous model support change and is the better anchor for the cluster; PR #45333 is a narrower prerequisite focused on config plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the most comprehensive and central of the two; it subsumes the config plumbing direction and extends into actual model support, making it the better single PR to represent the cluster.", + "best_pr_reason": "PR #45332 is the most representative single PR for the overall work because it spans the concrete runtime/modeling changes beyond config parsing and likely depends on the config support introduced separately.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not duplicate PRs: #45333 focuses on per-layer config support, while #45332 adds broader heterogeneous modeling/runtime behavior. They could be sequential parts of one roadmap, but they are not the same concrete code-path fix/change." + "reason": "Reject: #45333 is config-only per-layer configuration plumbing, while #45332 is a larger heterogeneous modeling implementation touching cache/masking/modeling paths. They are related but not the same underlying code change and would not plausibly be merged as one PR." } ] }, @@ -21754,70 +21856,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 37, - "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": "7cd452c074d8f9cec2fe882174e7fbd28591be4bb243c7ca65a672f04f3ce4c0", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5513, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5513, - "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-related PRs, but they address different scopes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols and updates a smaller set of typing-sensitive code paths. Not a duplicate pair.", - "confidence": 0.84, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more concrete, reusable typing change: it introduces shared typing aliases/protocols and updates specific implementations around modeling_utils and related helpers. PR #45415 is mainly a broad type-checking cleanup across many files and config.", - "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the better canonical representative because it targets a specific typing problem and introduces central abstractions, whereas #45415 is a wide mechanical annotation pass.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45415", - "right": "pull_request:45425", - "accept": false, - "reason": "Both are typing-related, but they solve different problems: #45415 is a broad type-checking rollout across many modules, while #45425 adds shared typing protocol/alias support and fixes specific code paths. They would not plausibly be merged as one PR for the same underlying bug/change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 22, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21833,7 +21872,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "ee48ae7c569d54dbcbfafc854a11143bcc1aaba1f9df824bb2bb7f6da3fe763b", + "prepared_review_unit_hash": "6ba2118583d27679cbbcfc2995b3bef0ebb9f0f0d65978afe25cad07189d9399", "component_budget": { "node_count": 2, "item_count": 2, @@ -21855,18 +21894,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both cache-related fixes, but they target different model families and different failure modes: Qwen3.5 linear attention cached multi-token forward vs. Mamba2 use_cache with seq_len > 1. They are not duplicates and should not be clustered as the same change.", - "confidence": 0.98, + "summary": "Two open PRs both address cache-aware multi-token forwarding bugs, but in different model families and code paths: one for Qwen3.5/Qwen3Next/OlmoHybrid linear attention, the other for Mamba2 CUDA kernels. They are similar in pattern, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs address different code paths and different bugs, so neither can stand in for the other as a duplicate.", + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR: it has an explicit issue target, a narrowly scoped Mamba2 use_cache/seq_len>1 fix, and focused tests for that concrete path.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the more explicitly scoped bug fix: it names the concrete failure condition (`use_cache` with `seq_len > 1`) and includes a direct tracking issue, making it the clearest representative of the cluster despite the cluster not being a true duplicate set.", + "best_pr_reason": "PR #46084 is the strongest representative overall because it is explicitly tied to a tracked bug, has a single concrete failure mode, and is easier to merge as a standalone fix than the broader multi-model PR.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: these fix different model implementations and different cached-forward bugs. One is for Qwen3.5/Olmo hybrid linear attention multi-token cached forward, the other is for Mamba2 cache handling when sequence length exceeds 1. They are not the same underlying change and would not plausibly merge into one PR." + "reason": "Both concern cache handling with seq_len>1, but they fix different implementations: 45513 updates linear-attention/GDN paths in OlmoHybrid/Qwen3.5/Qwen3Next, while 46084 fixes Mamba2 CUDA kernel cache reuse. Different model code paths, no shared bug or mergeable change." } ] }, @@ -21879,8 +21918,8 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 37, + "component_index": 22, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21896,12 +21935,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "4449b3df52272557fe66c6c4eaa4d2b426f9b90bdf6daedbd18b1138fae909c8", + "prepared_review_unit_hash": "fc572dbd688df9f2184c32c8fae84036219423f7f382fcedc51a4999b190af07", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21909,7 +21948,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21918,18 +21957,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch expert parallelism, but they fix different loading-time bugs in different distributed setups: 45548 targets accelerate-launch/DeepSpeed ZeRO-3 config handling, while 45662 fixes FSDP2 rank-0 broadcast overwriting expert weights. They are related thematically, not duplicates.", - "confidence": 0.91, + "summary": "Both PRs are expert-parallelism related, but they fix different bugs in different loading paths: PR #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch, while PR #45662 targets EP + FSDP2 where expert parameters can be overwritten by rank-0 broadcast. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR: 45662 is the broader, more concrete fix for expert weights being overwritten during distributed loading, while 45548 addresses a separate config-serialization/loading path.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster theme because it is a more complete, concrete EP bug fix with broader code-path coverage, but it is not a duplicate of #45548.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the better representative of the cluster theme because it fixes a specific, user-visible EP loading corruption bug and spans the main code path involved in distributed parameter materialization.", + "best_pr_reason": "PR #45662 is the strongest standalone PR in this set: it fixes a specific runtime corruption bug in expert parameter loading and has the broader, more direct symptom-to-fix connection.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and mechanisms. 45548 preserves EP/distributed_config for accelerate + ZeRO-3 loading; 45662 prevents expert parameters from being overwritten by rank-0 broadcast under FSDP2. Same subsystem, but not the same change or mergeable into one PR." + "reason": "Related only by EP/distributed loading and one shared file; #45548 fixes config/has_ep handling for ZeRO-3 loading, while #45662 fixes expert params being overwritten during FSDP2/rank-0 broadcast. Different concrete bugs and not mergeable as one PR." } ] }, @@ -21942,8 +21981,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 37, + "component_index": 23, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21959,12 +21998,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "6a2c33886f7938cf0301c62fc802fa618b13d8cee6eb35c3db012d6f26f2b94c", + "prepared_review_unit_hash": "efc8ed2b0f79e2b0b04403224f0284e6f2cba758c873311a6401d1a8c9c90dec", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21972,7 +22011,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21981,18 +22020,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs target the same xdist-related captured_info/debug-log collision in testing utilities; one is a narrower implementation, the other adds the CI/workflow handling needed to consume the split files.", - "confidence": 0.88, + "summary": "Both PRs address the same xdist collision around captured_info debug artifacts in `testing_utils.py`; PR #45645 is the broader, more complete version because it also updates CI log collection for the new per-worker files.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core xdist-safe testing_utils change plus the CI workflow adjustments needed to handle multiple captured_info files, making it the more complete fix for the issue.", + "canonical_pr_reason": "PR #45645 is the best representative because it contains the core xdist-safe fix from #45639 plus the downstream CI/workflow handling needed to consume multiple `captured_info*.txt` files.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative because it addresses the full end-to-end behavior: avoiding file collisions in tests and preserving/collecting the resulting debug logs in CI.", + "best_pr_reason": "PR #45645 is the strongest overall change set: it fixes the same underlying bug as #45639 and extends the fix to preserve CI debug log visibility.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision in testing_utils; #45645 appears to extend the same fix with workflow updates, so they are closely related enough to cluster as the same change." + "reason": "Same underlying captured_info xdist collision fix in `src/transformers/testing_utils.py`; #45645 looks like a superset that also updates CI artifact collection, so these could plausibly be merged into one PR." } ] }, @@ -22005,8 +22044,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 37, + "component_index": 24, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22025,7 +22064,7 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "26c65e1e7c7cce0dc2d916411125f5e322291b48777cb6fdc8b7ebee1894a9b6", + "prepared_review_unit_hash": "2aed20f8db4db35314ef95d1323f4130296f8fd9f04ac1a222b03270d709881c", "component_budget": { "node_count": 3, "item_count": 3, @@ -22047,30 +22086,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are related only at a high level (model support / attention dispatch), but they fix different concrete code paths. The GLM ASR PR is an AutoModel registration tweak, while the RecurrentGemma and BLIP-2 family PRs add attn_implementation support in separate model implementations. None are duplicates.", - "confidence": 0.96, + "summary": "These are not duplicates. PR #45670 is an AutoModel mapping tweak for GLM-ASR, while PRs #46320 and #46401 are separate attn_implementation dispatch additions for different model families. #46320 and #46401 are superficially similar, but they touch different code paths and should not be merged as one change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR 46401 as the representative because it is the broadest concrete implementation change in the cluster, touching multiple BLIP-family model files plus tests and docs; the others are narrower and unrelated in code path.", + "canonical_pr_reason": "No canonical PR: the cluster contains three distinct pull requests, with only #46320 and #46401 sharing a broad feature theme but targeting different model implementations.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest standalone PR in the set: it has the largest diff, spans multiple related model implementations, and is the most complete feature addition among the three.", + "best_pr_reason": "#46401 is the strongest standalone PR in the set because it has the broadest concrete scope and self-contained implementation for multiple BLIP-family models, but it is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: 45670 only adds GLM ASR registration in auto modeling, while 46320 adds attn_implementation dispatch for RecurrentGemma. Same broad theme, but not the same bug or mergeable PR." + "reason": "Different underlying changes: #45670 edits AutoModel registration for GLM-ASR, while #46320 adds attention-dispatch support for RecurrentGemma. No shared bug or code path." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Different code paths and goals: 45670 is an AutoModel mapping tweak for glmasr; 46401 adds attention dispatch support across BLIP-2/InstructBLIP models. Not duplicates." + "reason": "Unrelated model areas and fixes: GLM-ASR auto-mapping vs BLIP-family attn_implementation dispatch. They do not look like the same change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are attention-dispatch feature work, but for different model families and implementations. They do not fix the same concrete problem and would not plausibly be merged into one PR." + "reason": "Both are attn_implementation work, but for different architectures and files/tests/docs. They are parallel model-specific enhancements, not one underlying bug or mergeable PR." } ] }, @@ -22083,8 +22122,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 37, + "component_index": 25, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22100,12 +22139,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "b73c839023e62d9d084d768cfeacb1f652ed8c55f728c92b4d0ae18f47cf5cc1", + "prepared_review_unit_hash": "21d9bd6ff232c1761796058c61284505a263cccdeff690fc98affd6305a0751e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7248, + "serialized_chars": 7247, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22113,7 +22152,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7248, + "serialized_chars": 7247, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22122,18 +22161,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both linter-rule implementation sweeps, but they change different code paths and solve different problems: one adjusts forward signatures/return behavior, the other rewrites weight initialization logic. They are not duplicates.", - "confidence": 0.97, + "summary": "These are both linter-driven transformer-model PRs, but they address different rules and different code paths: TRF003 return-tuple handling vs TRF018 weight initialization. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45720 is the cleaner representative if one must be chosen: it is a focused implementation of TRF003 around model forward signatures and tuple returns, while 46259 is a separate, broader TRF018 initializer-rule sweep.", + "canonical_pr_reason": "PR 45720 is the cleaner representative of the cluster because it makes one focused forward-signature/runtime behavior change across model files, while 46259 targets a separate initialization rule with broader, more mechanical edits.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the better anchor for the cluster because it is narrower and more self-contained; 46259 targets a different linter rule and a different class of model code entirely.", + "best_pr_reason": "PR 45720 is the best single representative here: it is narrowly scoped, has a clear behavioral intent, and is easier to reason about than the broader initializer-rule PR.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different concrete changes: 45720 adds can_return_tuple and edits forward return handling, while 46259 restructures _init_weights across models. They do not appear to fix the same underlying bug or change." + "reason": "Different linter rules and different fixes. 45720 adds can_return_tuple / removes return_dict in model forwards; 46259 refactors _init_weights across models. They do not fix the same concrete bug or change." } ] }, @@ -22146,8 +22185,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 37, + "component_index": 26, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22212,8 +22251,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 37, + "component_index": 27, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22229,7 +22268,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "b19be07efb911ab958984ad099c0887b6de739f5dc946af6df5243df93ea9560", + "prepared_review_unit_hash": "7d7cb8c1dab764e2806614a4e205e49a49ffc10ed7de6ad3ee33e0862763d84b", "component_budget": { "node_count": 2, "item_count": 2, @@ -22251,18 +22290,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both PRs touching testing/model files, but they address different work: one is a broad DO NOT MERGE infra/model tweak PR, the other is a ViT test migration. They do not look like the same concrete change.", - "confidence": 0.93, + "summary": "Two open PRs that are not duplicates: one is a broad mixed change touching workflow/model code, while the other is a focused ViT test migration. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the more coherent, self-contained change set (test migration) and is a better representative than the broad, unrelated debugging/infra PR 45932.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs target different workstreams and are not mergeable as one change set.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best single representative for the cluster because its intent is clear and focused, whereas 45932 mixes CI secrets and multiple model edits with no clear shared fix.", + "best_pr_reason": "PR #46100 is the better standalone representative because it is a single, cohesive test-migration change, whereas PR #45932 is a mixed, noisy PR spanning workflow and multiple model files.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test-related PRs, but they are not the same underlying bug/change. 45932 is a mixed CI/model tweak PR, while 46100 is specifically a ViT test migration; they would not plausibly merge into one PR as one fix." + "reason": "Reject: the PRs are about different changes\u2014#45932 mixes CI/workflow and model edits, while #46100 adds ViT tests/migration files. They do not share the same concrete code-path fix and would not plausibly be merged into one PR." } ] }, @@ -22275,8 +22314,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 37, + "component_index": 28, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22295,12 +22334,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "e6dedce01771f05a18ba7e9c7f01376c91835b19174a8da4de2ef3bde58b81c7", + "prepared_review_unit_hash": "df3d6083f47ff6f2039f98d7367fd18a24934ef378482cfc4334eba41bcdc369", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8398, + "serialized_chars": 8400, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22308,7 +22347,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8398, + "serialized_chars": 8400, "estimated_input_tokens": 2100, "estimated_eval_tokens": 4456 }, @@ -22317,30 +22356,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are model-specific implementations of SDPA/attn_implementation dispatch for different architectures, not the same concrete fix. They share a broad theme but target distinct code paths and would not realistically be merged into one PR as duplicates.", - "confidence": 0.97, + "summary": "All three pull requests are related thematically (adding SDPA/attn_implementation dispatch), but they target different model families and different concrete code paths, so they should not be merged as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest and most representative of the shared theme, updating a larger family of audio models and related docs/tests, so it is the best canonical PR for this cluster.", + "canonical_pr_reason": "PR 46196 is the broadest of the set and touches the largest shared audio-model dispatch surface, so it is the best representative of the cluster even though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 has the widest scope and best captures the recurring feature request across related models, making it the strongest representative of the cluster.", + "best_pr_reason": "PR 46196 is the strongest cluster representative because it spans multiple related speech/audio models and has the widest implementation footprint.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are about attention dispatch support, but one is for CTRL and the other for T5; they touch different model implementations and different concrete code paths, so they are not duplicates." + "reason": "Both add attention-dispatch support, but one is for CTRL and the other for T5; these are separate model implementations with different attention code paths, not the same fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These target unrelated model families (CTRL vs wav2vec2/audio stack) and fix separate model-specific dispatch plumbing, so they should not be merged as the same change." + "reason": "CTRL and wav2vec2-family/audio models are unrelated concrete implementations; they share only the high-level goal of SDPA dispatch, so they are not the same underlying change." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA dispatch support, but for different architectures and call paths (T5 vs audio models); this is a shared feature theme, not the same underlying bug or change." + "reason": "T5 and wav2vec2-family models use different architectures and attention internals; these PRs are similar in purpose but not mergeable as one duplicate code-path fix." } ] }, @@ -22353,8 +22392,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 37, + "component_index": 29, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22370,12 +22409,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "14566a974674a121c192f784aa334b5a95c58fdfdbc98ebc03b029f8e7bbcf29", + "prepared_review_unit_hash": "877d8983e8daa8e6b4d14a70b32814567e0d43d96fca60b75a6fa8fd6492af7e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5570, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22383,7 +22422,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5570, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -22392,18 +22431,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap in distributed code, but they target different changes: one is a focused EP + trainer integration PR, the other is a broad distributed branch base touching many subsystems. Shared files alone are not enough to treat them as duplicates.", - "confidence": 0.79, + "summary": "The two PRs overlap in distributed infrastructure files, but they are not the same change: 46126 is a focused EP + Trainer integration, while 46269 is a broad distributed branch-base sweep spanning many unrelated modules.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella change across the distributed stack and is the better representative of the cluster.", + "canonical_pr_reason": "46269 is the broader umbrella PR and the closest cluster representative because it spans the shared distributed files and appears to subsume the wider branch work.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best anchor for this cluster because it spans the larger distributed refactor; PR #46126 is a narrower feature-specific follow-up.", + "best_pr_reason": "46126 is the cleaner, more focused PR with a single concrete feature change, making it the best representative for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share distributed filenames, but #46126 is EP/trainer integration while #46269 is a broad distributed branch base. Different concrete change, not mergeable as one PR without conflating separate work." + "reason": "Shared distributed files alone are not enough: 46126 targets EP+Trainer integration, while 46269 is a much larger branch-base PR touching many additional subsystems. They do not look like the same concrete fix or change." } ] }, @@ -22416,8 +22455,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 37, + "component_index": 30, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22465,184 +22504,202 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "c74b14b7d66a35dc3b76ca94526d0e142661234d37e10578f3a3c86132fe661c", + "prepared_review_unit_hash": "f851aeda0517b2a60fe88bace55b1d47e8c59329e4c23cf9227ab825075c2166", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23356, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23360, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23356, - "estimated_input_tokens": 5839, - "estimated_eval_tokens": 11934 + "serialized_chars": 23360, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. The three pr-ci-security-gate changes are in the same file but make different, non-mergeable updates, so there is no true duplicate group here.", - "confidence": 0.92, + "summary": "A heterogeneous set of small workflow-chore PRs. They mostly touch different GitHub Actions files and implement different changes, so there is no strong duplicate cluster here despite the shared \"update *.yml\" pattern.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46554 is the most substantive representative: it changes the pr-ci-security-gate workflow behavior with real gating logic, rather than a one-line config tweak or comment-only update.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive change in the cluster and the closest thing to an anchor, but it is still not a duplicate of the other workflow PRs.", + "best_pr_reason": "#46554 is the strongest anchor for the cluster because it contains the clearest functional CI/security-gate change and is more representative than the other narrow workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; only broad workflow-maintenance similarity." + "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; not the same bug or change." + "reason": "Unrelated workflow changes; one updates self-comment CI argument passing, the other changes PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; not the same bug or change." + "reason": "Different change type and code path; this is self-comment CI command piping, not pr-ci-security-gate tweaks." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; not the same bug or change." + "reason": "Different workflow file and purpose: self-comment CI message handling vs build-ci-docker-images commit-message detection." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; not the same bug or change." + "reason": "Different workflows and unrelated fixes; this is not the same underlying bug or change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; not the same bug or change." + "reason": "SSH runner memory-monitor/token handling vs benchmark dispatch trigger; unrelated workflow behavior." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; not the same bug or change." + "reason": "Different workflow targets and fixes; ssh-runner hardening is unrelated to anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated CI tweaks; not the same bug or change." + "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Same general CI/security area, but these change different workflows and different logic." + "reason": "Different workflows and problems: ssh-runner secret handling vs PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Same general CI/security area, but these change different workflows and different logic." + "reason": "No shared underlying bug; these are separate workflow hardening edits in different files." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Same general CI/security area, but these change different workflows and different logic." + "reason": "SSH runner environment cleanup and pr-ci-security-gate comments are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they update different files with different behavior." + "reason": "Both are workflow edits, but they change different jobs for different purposes; not the same bug." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow chores, but they update different files with different behavior." + "reason": "Anti-slop permissions and assign-reviewers checkout behavior are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow chores, but they update different files with different behavior." + "reason": "Different workflows and code paths; permissions in anti-slop vs commit-message parsing in build-ci-docker-images." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared code path; different workflow files and unrelated changes." + "reason": "Different workflows and fixes; not the same underlying issue." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they update different files with different behavior." + "reason": "Assign-reviewers base ref checkout is unrelated to benchmark trigger expansion." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow chores, but they update different files with different behavior." + "reason": "Different workflow files and changes; no shared concrete code-path problem." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared code path; different workflow files and unrelated changes." + "reason": "Assign-reviewers checkout adjustment is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow chores, but they update different files with different behavior." + "reason": "Benchmark workflow trigger change and build-ci message parsing are separate concerns." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "No shared code path; different workflow files and unrelated changes." + "reason": "These are unrelated workflow changes in different files with different behavior." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Same broad CI area, but one changes Docker-image tagging logic and the other changes security-gate behavior." + "reason": "Different workflows and different fixes; build-ci image tag detection is unrelated to PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Same broad CI area, but one changes Docker-image tagging logic and the other changes security-gate behavior." + "reason": "Different workflow files and change intent; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci docker-image tag parsing and pr-ci-security-gate comments are unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but one adds security checks while the other changes permissions/approval flow; not the same change." + "reason": "Same workflow file, but different concrete changes: one adds file-change checks, the other adjusts permissions/approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one adds security checks while the other switches to a reusable workflow and adds notes." + "reason": "One changes security-gate behavior; the other only adds explanatory comments, so they are not the same underlying change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but these are different workflow mechanics and not the same underlying fix." + "reason": "Permissions/approval logic vs comment-only note; not a duplicate change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflows and fixes; build-ci parsing is not the same as pr-ci-security-gate documentation notes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow areas and no shared concrete bug." } ] }, @@ -22655,8 +22712,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 37, + "component_index": 31, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22672,12 +22729,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "6292782b2e49a337e3d355591379420c032202005c22d388ed92ed99b29123cd", + "prepared_review_unit_hash": "94f045f54cc70afd274839a9d13d08430dda6be319c00850dc9a90a663f8e64e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22685,7 +22742,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -22694,18 +22751,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden source-reading logic to avoid direct file opens, but they target different code paths: one in `import_utils` for resolving the package source, the other in `modeling_utils` for attention-implementation detection. They are related in theme, not duplicates.", - "confidence": 0.86, + "summary": "Both PRs replace file-open based source introspection with safer alternatives, but they target different modules and different call sites, so they are related in theme rather than duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better canonical PR for this cluster because it has the clearer, self-contained code-path fix in `modeling_utils` and includes tests; PR 46152 looks like a separate utility-level change in `import_utils`.", + "canonical_pr_reason": "PR 46152 is the broader representative: it adds a reusable source-resolution helper in import_utils and addresses the underlying file-open pattern at the utility level.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest representative because it fixes a concrete source-inspection path, is narrowly scoped, and is accompanied by test coverage.", + "best_pr_reason": "PR 46207 is the most concrete, test-backed fix for a specific code path, but it remains a separate change from PR 46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same broad theme (avoiding `open()` on source files), but they fix different modules and behaviors with no shared concrete bug path; they would not plausibly be merged as one PR." + "reason": "Same general motivation, but different concrete code paths: import_utils helper/source resolution versus modeling_utils _can_set_attn_implementation. They are not the same underlying bug or mergeable as one patch." } ] }, @@ -22718,8 +22775,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 37, + "component_index": 32, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22737,7 +22794,7 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "34771f0d10c90fd8f1ce2adf48aea3565f72758eca5ca554d4be58f2838cbbe2", + "prepared_review_unit_hash": "fcd11ab7f2cd909b51ebe20668ebafe2a1e12b1b03cc9b026a8a0767b6a6adb0", "component_budget": { "node_count": 3, "item_count": 3, @@ -22759,30 +22816,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are near-identical duplicates of the same StaticLayer type-hint fix; the cache max-len generation PR is unrelated and should not be clustered with them.", - "confidence": 0.98, + "summary": "Two PRs are near-exact duplicates for the StaticLayer.get_seq_length type-hint fix; the cache max-len configuration PR is a separate change and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the best canonical representative: it has the same patch as #46474, explicitly ties to issue #45987, and is the clearer original instance of the StaticLayer.get_seq_length annotation fix.", + "canonical_pr_reason": "PR 46173 is the best canonical anchor: it has the same one-file change as 46474, targets the same issue (#45987), and is the earliest/cleanest instance of the duplicate type-hint fix.", "best_issue_reason": null, - "best_pr_reason": "#46173 is the strongest representative of the duplicate pair because it matches the exact diff, shares the same issue target, and describes the concrete type-hint change directly.", + "best_pr_reason": "PR 46173 is the strongest representative of the duplicate cluster because it precisely matches the underlying fix, has explicit issue linkage, and is not entangled with unrelated cache-length logic.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different fixes: #46436 changes static cache max length handling in generation/utils, while #46474 only updates a return type annotation in cache_utils. Same broad subsystem, but not the same underlying bug or mergeable PR." + "reason": "Both touch generation/static cache code, but they fix different problems: 46436 changes max_cache_len handling, while 46474 only adjusts StaticLayer.get_seq_length typing. Same subsystem is not enough to merge." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "These are effectively the same PR: same file, same issue target (#45987), and the diff is the same StaticLayer.get_seq_length type-hint change." + "reason": "These are effectively the same PR: identical cache_utils.py type-hint change for StaticLayer.get_seq_length, same issue target (#45987), and no meaningful code-path difference." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The two cache_utils PRs share the same file, issue target, and identical type-hint change, so treating them as duplicates is conservative and supported. The generation/utils PR is a different fix in a different file for a different issue target, so excluding it from the cluster is also conservative. No evidence is overstated." + "feedback": "The analyst\u2019s summary is grounded in the packet: 46173 and 46474 are near-exact duplicates of the same StaticLayer.get_seq_length type-hint change, share the same file and issue target (#45987), and 46436 is a separate cache max-len fix in different files with a different issue target. The soft-edge verdicts are conservative and mergeability looks sound for 46173/46474." }, "evaluator_used": true, "retried": false, @@ -22792,8 +22849,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 37, + "component_index": 33, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22809,7 +22866,7 @@ "soft_pairs": [ "pull_request:46236|pull_request:46621" ], - "prepared_review_unit_hash": "ce19e6c04c7c426c793784250b12f0781029521d92a0aef577cb81ebe9ac4eec", + "prepared_review_unit_hash": "7300c74e3136c2c0bd1f353a92aae17faf8db863da5ba97dcd86db0f06d5c510", "component_budget": { "node_count": 2, "item_count": 2, @@ -22831,18 +22888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated documentation localization PRs: one adds Bengali docs broadly, the other adds a Chinese translation for a single kernels page. They should not be clustered as duplicates.", + "summary": "The two pull requests are unrelated documentation translations: one adds a Bengali docs tree and translated pages, while the other adds a Chinese kernels page and updates the zh table of contents. They do not describe the same bug or change, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46236 is the broader, more central i18n docs change and includes an explicit issue link; it is the better representative of this cluster.", + "canonical_pr_reason": "No single canonical PR: 46236 is a broad Bengali i18n docs translation, while 46621 is a narrow Chinese kernels documentation addition; they are different locale/content changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46236 is the best PR representative because it covers the larger docs translation effort and is more likely to anchor related localization work than the single-page zh translation PR.", + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they address different documentation areas and different languages.", "soft_edge_verdicts": [ { "left": "pull_request:46236", "right": "pull_request:46621", "accept": false, - "reason": "Different languages and different scope: Bengali docs translation across several files versus adding a Chinese translation for one kernels page. They do not fix the same underlying bug or change." + "reason": "Different translation efforts and different content scope (Bengali docs bundle vs Chinese kernels page). They do not fix or introduce the same underlying change." } ] }, @@ -22855,8 +22912,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 37, + "component_index": 34, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22872,12 +22929,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "1afdde0be066386ae8fe89741017976d0210757b3ee6de9e1a52370839d48217", + "prepared_review_unit_hash": "1615a3f935d0dc25746d7b02afdebade8bb363f8cb4cf81902cb327bc2ec691d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -22885,7 +22942,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -22894,18 +22951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open PRs are closely related off-by-one fixes for the right boundary of the sliding window mask in Moonshine streaming; PR 46546 is the broader, more complete patch.", - "confidence": 0.91, + "summary": "Both PRs patch the same sliding-window boundary bug in Moonshine streaming; 46546 is the broader, more complete fix and also adds tests. The extra Gemma4 hunk appears to be the same off-by-one issue in a related implementation, so the pair is close enough to cluster as overlapping fixes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the Moonshine boundary fix plus the corresponding Gemma4 fix and test coverage, making it the more complete patch for the underlying off-by-one bug.", + "canonical_pr_reason": "46546 is the stronger canonical PR because it includes the Moonshine streaming boundary fix, extends the same correction to Gemma4, and adds test coverage. 46310 is a narrower subset of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best representative because it addresses the same right-window boundary bug with broader coverage and tests, whereas PR 46310 is a narrower Moonshine-only version of the same fix.", + "best_pr_reason": "46546 is the best representative of the underlying change set: same boundary correction, broader coverage, and tests, making it more complete than 46310.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs fix the same off-by-one right-window boundary bug in Moonshine streaming with the same code change; 46546 is just a broader superset that also fixes Gemma4 and adds tests." + "reason": "Accept: both address the same off-by-one right-window boundary bug in Moonshine streaming; 46546 subsumes 46310\u2019s Moonshine fix and adds the same correction elsewhere, so they are overlapping fixes for the same concrete issue." } ] }, @@ -22918,8 +22975,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 37, + "component_index": 35, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22935,7 +22992,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "fd3121f7af97977e064583be5e79c04cf72e36ae25a40a8018448a2e9c79fd1b", + "prepared_review_unit_hash": "182a2c94dc3f6b4d1a924c30da264307671d1781cd47deba45c6794c4bad3515", "component_budget": { "node_count": 2, "item_count": 2, @@ -22957,18 +23014,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching internals, the other adds a new HunYuan VL model package, docs, processors, and tests. They do not look like the same underlying change.", - "confidence": 0.97, + "summary": "Two open pull requests were grouped together, but they address unrelated work: one adds multimodal support to continuous batching, the other adds the HunYuan VL model and its docs/tests. The soft similarity is superficial and should not be merged.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs address different code paths and goals, so they should not be clustered as duplicates.", + "canonical_pr_reason": "No canonical PR for the pair: the changes are on different code paths and would not plausibly be merged into one PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the more self-contained, complete feature addition, but it is not a duplicate of PR 46376 and should not be treated as the same change.", + "best_pr_reason": "pull_request:46417 is the better representative PR because it is a self-contained feature addition with broad implementation, docs, and tests; 46376 is a separate draft infrastructure change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different work streams: continuous batching multimodal support vs. a new HunYuan VL model implementation and docs/tests. Shared ML/model context is too broad to indicate the same underlying fix or mergeable PR." + "reason": "Reject: these are different features. 46376 changes continuous batching internals for multimodal support, while 46417 adds a specific HunYuan VL model stack with docs, auto-mapping, processors, and tests." } ] }, @@ -22981,8 +23038,8 @@ }, { "label": "pull_request", - "component_index": 37, - "component_count": 37, + "component_index": 36, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22998,7 +23055,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "44a27c3ca519029f85d650211d883e419d86ea59899b56d13adf5f2a5dae5b29", + "prepared_review_unit_hash": "0ef0dc407fe0cc56b8d40994f21f15bbd1712990ce131e648499350a8f7db91f", "component_budget": { "node_count": 2, "item_count": 2, @@ -23020,18 +23077,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the Mistral tokenizer stack, but they address different problems: #46603 is a refactor moving `MistralConverter` into the integrations package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. The overlap is project area, not the same concrete change.", - "confidence": 0.94, + "summary": "These are related Mistral tokenizer changes, but they are not the same underlying change: one is a code relocation/refactor for MistralConverter, the other adds tekken tokenizer detection/conversion/save support. I would not duplicate-triage them together.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantive, user-facing Mistral tokenizer change and the better representative of the cluster; #46603 is a narrower refactor that appears related but separate.", + "canonical_pr_reason": "PR 46604 is the better canonical representative because it contains the main functional change: tekken tokenizer detection, conversion, and save utilities. PR 46603 is primarily a structural move of MistralConverter into the integrations package.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best standalone PR in this cluster because it implements the actual tokenizer behavior additions, whereas #46603 is only an internal move/refactor.", + "best_pr_reason": "PR 46604 is the strongest standalone PR in the cluster since it introduces the concrete new tokenizer behavior; PR 46603 is an adjacent refactor rather than the same fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Do not merge: one PR moves `MistralConverter` into `integrations/mistral/`, the other adds tekken tokenizer detection/conversion/save utilities. They share files and subsystem, but not the same bug or change, and would not plausibly be merged as one PR." + "reason": "Same subsystem, but different changes: 46603 relocates MistralConverter, while 46604 adds tekken tokenizer support and related utilities. They do not fix the same concrete bug and would not naturally merge into one PR." } ] }, @@ -23041,6 +23098,138 @@ "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 38, + "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-46615-2", + "nodes": [ + "pull_request:46615", + "pull_request:46639" + ], + "soft_pairs": [ + "pull_request:46615|pull_request:46639" + ], + "prepared_review_unit_hash": "623cb87b3fb1e339140884de2d0b2fa181f4d4c8dc3edc0cba163a9b3726af9e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same generation/beam-search cache reordering bug in transformers and point to the same issue, with 46615 being the more complete fix and 46639 a narrower variant.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46612 is the shared explicit target for both PRs and appears to be the underlying bug report driving the work.", + "canonical_pr_reason": "PR 46615 is the stronger canonical PR because it implements the broader cache-reorder fix with helper logic and tests, covering non-standard cache types directly.", + "best_issue_reason": "Issue 46612 is the only issue in the cluster and is the central reference for the bug being fixed.", + "best_pr_reason": "PR 46615 is the best representative because it provides the more complete, test-backed implementation for the beam-search cache reorder problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46615", + "right": "pull_request:46639", + "accept": true, + "reason": "Both PRs fix the same underlying beam-search cache reordering bug for non-standard cache types in generation/utils.py, share the same issue target 46612, and could plausibly be merged into one change set." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46612, both modify generation/utils.py to address beam-search cache reordering, and 46615 is reasonably characterized as the more complete, test-backed fix. The soft-edge accept is conservative enough, and the pair looks mergeable as alternate implementations of the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46616-2", + "nodes": [ + "pull_request:46616", + "pull_request:46638" + ], + "soft_pairs": [ + "pull_request:46616|pull_request:46638" + ], + "prepared_review_unit_hash": "488cccfc5f03b1e05ab9a04e4ff9c4566630de2406b6b1e39904bc4d88b8d779", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same Wav2Vec2 phonemizer language-state bug and the same issue, with nearly identical test coverage; 46638 is the better representative because it updates the cached language after backend reinitialization, matching the intended restore flow.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46638 is the cleaner canonical PR: it fixes the same stale phonemizer_lang state bug but places the assignment after init_backend, which better matches restoring language state when switching back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46638 most clearly and plausibly fixes the concrete code path in phonemize by restoring self.phonemizer_lang after backend switching; 46616 is the same bug theme but uses a less convincing assignment order.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46616", + "right": "pull_request:46638", + "accept": true, + "reason": "Both PRs address the same stale phonemizer_lang bug in the same method, touch the same files, and are alternative implementations of one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46614, touch the same tokenizer and test file, and differ only in the ordering of the stale `phonemizer_lang` update relative to `init_backend()`. The soft-edge accept is conservative because these look like alternative implementations of the same bugfix and can reasonably be treated as one PR cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null } ] } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fff19ca4913e79c94080c489a39857e93b8b7282..0fd06927a6605c3daf7a9be48dc86534478396a7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260614t000126z", + "analysis_id": "hybrid-model-20260614t060034z", "archived_artifacts": { - "hybrid": "snapshots/20260614T000126Z/analysis-runs/hybrid-model-20260614t000126z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260614T000126Z/analysis-runs/hybrid-model-20260614t000126z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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"target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45415-2", + "canonical_pr_number": 45425, + "duplicate_pr_numbers": [ + 45415 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45415-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46612-3", + "canonical_pr_number": 46639, + "duplicate_pr_numbers": [ + 46615 + ], + "target_issue_number": 46612, + "reason": "PRs in cluster-46612-3 are treated as duplicates because they converge on issue #46612 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46614-3", + "canonical_pr_number": 46616, + "duplicate_pr_numbers": [ + 46638 + ], + "target_issue_number": 46614, + "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46635-3", + "canonical_pr_number": 46637, + "duplicate_pr_numbers": [ + 46635, + 46636 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46635-3 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..7e854754d0892d73b65a80e36470963fdcba43da --- /dev/null +++ b/snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,23235 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260614T060034Z", + "generated_at": "2026-06-14T06:04:51Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:44918|issue:45161", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:45237|issue:46015", + "issue:43866|issue:46402", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "7403b78e7f14112b29dfc72c3713d035f9796b155d0a7077027eb48a85be8c9d", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46530, + "estimated_input_tokens": 11633, + "estimated_eval_tokens": 23522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with no PRs. The only clear duplicate pair is the DeepSpeed ZeRO-3 BERT index-out-of-bounds issue (43596/43638); 45859/45902 also look like the same Qwen3_5Moe rotary-embedding device/materialization bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43638 is the best canonical issue because it gives the most specific reproduction of the BERT + DeepSpeed ZeRO-3 index-0-out-of-bounds failure and subsumes issue:43596.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the strongest representative of the only definite duplicate family in this set; the rest of the cluster is largely unrelated noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs: Qwen3.5 config attribute error vs chat/completions streaming failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/hardware bugs: AMD GPU failure vs MPS histogram_int limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral-3 image dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Phi autocast dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "GPT-OSS AMD GPU failure vs broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid-method bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error vs Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs docs/RAG cleanup." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they target different removed v5 docs items and likely different fixes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error vs GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 SFT embedding issue vs resume-training/trust_remote_code issue." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/shape mismatch vs Gemma4 device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "BERT ZeRO-3 index error vs unrelated mask-shape bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 index error vs resume-training issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "BERT ZeRO-3 index error vs unrelated mask-shape bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/shape mismatch vs Qwen3.5 video chat-template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/shape mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue vs Nemotron example broken." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs resume-training issue." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 index error vs resume-training issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs ONNX export error." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures: collective mismatch vs BERT index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same Zero-3/BERT index-out-of-bounds bug; 43638 is the more specific non-pretrained reproduction." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug vs LoRA save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error vs LoRA save/reload mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch vs unrelated mask-shape bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: weight-2D error vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization bug; 45902 describes the underlying uninitialized inv_freq problem." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both docs issues, but one is removed pipeline tasks and the other is removed run command; not the same fix." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config/vLLM mismatch vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Torch/transformers incompatibility reports differ in scope and version specifics." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram_int bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch vs Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs CustomTrainer compute_loss kwarg error." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch vs GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs mask/shape bug." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure vs outdated RAG docs." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Ovis2 checkpoint corruption vs Sam3Model weights-not-loaded bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 compatibility complaint vs v5.9.0 USE_DISTRIBUTED=0 regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet has no PRs, the summary stays conservative, and the accepted duplicate pair (43596/43638) is strongly supported by nearly identical titles. The 45859/45902 call is also appropriately hedged as a likely duplicate family rather than a certainty. No obvious overstatement in the soft-edge verdicts." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue: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:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:45823|issue:46294", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "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:43366|issue:45464" + ], + "prepared_review_unit_hash": "ff05adf122fb36e63ce870a453c8859517f5147fa05d7c8e2083caebdfc9eaf3", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40035, + "estimated_input_tokens": 10009, + "estimated_eval_tokens": 20274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regressions and compatibility reports that only look similar at a high level. The only clearly coherent bug family is the AutoTokenizer wrong-token-ID v5 regression; most soft pairs should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "No single issue cleanly canonicalizes the whole mixed cluster. If a representative is needed, issue 45920 is the best anchor because it is open, broad, and describes the concrete AutoTokenizer v5 regression across multiple model families more completely than the narrower 45812 report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest issue to represent the only clear duplicate subcluster: it is current, broad, and directly captures the token-ID regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different bugs: vLLM model-load failure versus a PyTorch/USE_DISTRIBUTED compatibility break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention Zero-3 IndexErrors, but the models and code paths differ enough that this is not clearly the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated failures: missing Gemma3 config attribute in vLLM versus a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility problems: missing Float8 storage versus distributed build support." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs/behavior mismatch and removed command mention are unrelated documentation issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: GPT-OSS on AMD GPUs versus table-question-answering crash." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and failures: Gemma4 device placement versus Qwen3.5 video chat-template token mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross-entropy call and a Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model/processor path and device-map forward error; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "A detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading failure versus stale documentation; no shared bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Not enough evidence in this pair listing to merge directly; the broader tokenizer regression is represented by 45920, but this edge is not explicit enough to accept as a duplicate." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoint/model-loading problems across unrelated architectures." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter incompatibility is unrelated to distributed support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error versus outdated examples; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the configs and failure modes differ; too broad to treat as one bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a zero-sized tensor during Zero-3 training." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running and table QA crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-load failures; no shared concrete code-path problem." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3 init IndexError and torch/transformers compatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression versus table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not the same concrete bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and an MPS histogram operator issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS Int histogram issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different MoE-related runtime problems with different triggers and code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/indexing problems, but the mask mismatch and TRL embedding unpacking failures are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE failures: grouped_mm tracing versus tensor-parallel support on GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are different features and 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": 3, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "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:45070", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928" + ], + "prepared_review_unit_hash": "2226311173443ece2541d40e12c336d07ef9e0439721ebd581b34f1d9a289bb4", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37037, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are superficial same-subsystem matches rather than true duplicates. The clearest duplicate mini-cluster is the non-persistent-buffer regression around v5, with a couple of other narrow same-root-cause pairs in tied-weights validation and input-validation messaging.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the best umbrella issue here: it states the broad v5 regression on non-persistent buffers, and the later reports (issue:43950, issue:44534) read like narrower rephrasings of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the most suitable duplicate target among the listed items because it is the earliest and broadest description of the underlying regression, making it the cleanest canonical issue for that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a PretrainedConfig/pydantic issue." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is remote_code breakage; the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal preprocessing mismatches, but they affect different models and modalities, so not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both concern video-related regressions, but one is input regression across Qwen VL models and the other is a feature/token mismatch in chat templating." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the trigger conditions and code paths differ (mask length mismatch vs ZeRO-3 zero-size tensor access)." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Different SigLIP2 symptoms: worse embeddings vs nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different model-loading problems: text_config unwrapping vs uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure is unrelated to TRL input-embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/dtype-style runtime issues, but they are different model families and different failure mechanisms." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS is a different problem from a GLM5-specific issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision while the other is loading the wrong module after save_pretrained; not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": true, + "reason": "Both describe tied-weight regressions in v5; 45005 is the broader umbrella and 43404 is a concrete instance." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback blocking are different quantization/attention issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading with quantization is a different subsystem and failure mode from tied-weights regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to docs mentioning a removed command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both point to the same input-validation/XOR error-message bug; 46463 looks like a T5-specific instance of the broader validation problem." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to removed run-command documentation." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different round-trip behaviors." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization bug and init_empty_weights unexpected-argument bug are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same non-persistent-buffer corruption/junk regression in v5." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same as SigLIP2 text-embedding quality degradation." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are corrupted/fill with junk during v5 loading/materialization." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different TypeErrors/IndexErrors in unrelated trainer vs DeepSpeed/Gemma3 loading paths." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/BF16 issues, but one is an autocast mismatch and the other is a 3D position_ids/SDPA fallback causing gradient collapse." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical non-persistent-buffer cluster is well supported by the titles, and the accepted soft pairs are plausible same-root-cause matches rather than overclaims. No obvious evidence of overstating duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489" + ], + "prepared_review_unit_hash": "364a7e51c74819584d42339f695e878e86d153afdcf616774452004117f84377", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37912, + "estimated_input_tokens": 9478, + "estimated_eval_tokens": 19212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of Transformers v5 regressions across tokenization, model loading, quantization, and training. None of the soft pairs look like the same concrete bug/change closely enough to merge, so I would not collapse any of them into duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45020 is the broadest umbrella here: a general v5 regression affecting remote-code/model loading. It is still only a partial fit because many other items are narrower or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to represent the cluster, but only weakly; the cluster is too heterogeneous to have a strong canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: bitsandbytes parameter compatibility vs missing Float8 storage support. Same quantization area, but not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model wrong-ID report while 46489 is a specific DeepSeek-Coder v1 gap tied to a prior fix." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding quality regression; the other is a general tokenization version-change report. Too broad and not the same underlying issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 1B is not the same as generic loading noise/warnings." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve loading/materialization behavior, but one is about non-persistent buffers being corrupted and the other about uninitialized rotary-embedding memory. Different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but different symptoms and likely different root causes: zero probabilities vs poorer text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading issues, but for different models and different failure modes (bad AutoTokenizer error vs missing tied-weights attribute)." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence crash on Qwen3.5 is unrelated to CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different performance regressions: LoRA gradient checkpointing vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 per-layer shared_kv_state rebuild causing KeyError is unrelated to uninitialized memory after to_empty materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related to SigLIP2, but one is a subjective embedding-quality regression and the other is a HF-vs-JAX implementation discrepancy. Not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different loading errors; no clear shared underlying fix." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as a specific tokenizer/model load failure for ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training issues: DeepSpeed weight dimensionality error vs early-stopping metric resolution." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading, but one is generic noise and the other is a specific inability to load cjvt/sleng-bert." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different memory/perf problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields with trust_remote_code=True is a specific config-object bug, not the same as the broader remote_code breakage report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/framework combinations and different failures: ZeRO-3 loading index error vs FineGrainedFP8Config failure." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram int support and Gemma4 PLE device mismatch are unrelated MoE/device issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and bitsandbytes Int8Params incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific loading issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and failure modes: glm-4v-9b load failure vs Molmo tied-weights attribute error." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek-related tokenizer regressions, but they point to different tokenizer classes and different concrete breakages." + }, + { + "left": "issue:45520", + "right": "issue:43872", + "accept": false, + "reason": "Python 3.13 flash_attn import mapping and bitsandbytes Int8Params incompatibility are different dependency issues." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA portability across hf4.x/hf5.x and a warning about tie_word_embeddings are not the same issue." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage is broader, but not the same concrete tokenizer codec regression in Kimi-K2.5." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different hot paths." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer regressions, but different underlying mechanics and affected model families; not safe to merge 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": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:43596|issue:46515", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43638|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957" + ], + "prepared_review_unit_hash": "96938b5b195241df8920ba6d240af4828334a7800ff92747a2c54a05be61b88a", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36727, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issue reports, with only a few strong duplicate pairs: docs cleanup for removed pipeline tasks, a repeated mask-shape IndexError, a shared `_is_hf_initialized` constructor incompatibility, and a Qwen video-input regression.", + "confidence": 0.84, + "canonical_issue_reason": "The set is heterogeneous, so there is no single perfect canonical issue for the whole cluster; if one anchor is needed, 41093 is the strongest because 44805 appears to repeat the same mask/index mismatch almost verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "41093 is the clearest representative issue because it has a near-verbatim duplicate in 44805 and the error description matches closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both say pipeline-task references for summarization/translation were left behind after v5 removals." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: tied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying incompatibility around unexpected `_is_hf_initialized` during model init/loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are loading/config errors, but one is Qwen3Moe + FineGrainedFP8Config and the other is bitsandbytes `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio, but one is a model run failure and the other is a feature-extraction helper issue." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in custom trainer is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is gradient averaging with GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing behavior is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading problems, but they affect different models and describe different failure modes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar DeepSpeed ZeRO-3 symptoms, but they target different Qwen model families and different missing-weight paths." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: GLM-4.7 unit test loading vs NemotronH checkpoint loading." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA fallback is unrelated to a flash_attention auxiliary-state crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same error class and wording: mask length and indexed tensor length mismatch in the same shape/indexing code path." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both report the same v5.3.0 Qwen VL video-input regression affecting video handling." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a bad AutoTokenizer error message and the other is a different model load failure." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void segmentation map processing are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint loading and Sam3Model text encoder weight loading are different model-specific issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO-3 BertModel index-out-of-bounds is not the same as a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to a Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Both mention version/load issues, but they are different failures with different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling and Qwen3_5Moe rotary embedding memory initialization are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but FSDP2 shared_kv_states reconstruction and device_map PLE mismatch are distinct problems." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to the Qwen video StopIteration regression." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are different audio bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and missing Float8 storage support are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class and broken loading under `torch.device('meta')` are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The anchored duplicates it names are well supported by the titles, especially 41093/44805 and 43872/44291. The Qwen video pair is a little broader, but still plausible from the available evidence and not overstated. No mergeability issue for the accepted pairs." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:44683|issue:46515", + "issue:44560|issue:45685", + "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:45823|issue:46515", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:46459|issue:46512", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645" + ], + "prepared_review_unit_hash": "ca2a7aa4e2f5c0f4eec6b2e50be6b2bfbdaeff3e58377126a7a96387590627ed", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers regression issues. The only clearly supported duplicate pocket in this packet is the exact pair 43644\u219444534; the other soft links are mostly broad model-family or subsystem similarity and are too weak for conservative duplicate merging.", + "confidence": 0.75, + "canonical_issue_reason": "Issue 43644 is the strongest anchor because it has the clearest exact duplicate in the packet: 44534 reports the same non-persistent-buffer junk regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best representative of the cluster because it is a concrete Transformers v5 regression with an explicit exact duplicate, making it the cleanest dedupe anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch-version incompatibility complaints, but they describe different failures and code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram error are unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading are distinct regressions." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Both mention custom model initialization on v5, but the evidence is not strong enough to treat them as the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different attention failures; not the same underlying issue." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration and TRL embedding unpacking are different problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Run-script failure vs GGUF support request; same area only at a very broad level." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch and a generic torch incompatibility are different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions, but for different model families and different failure modes." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping logic and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape IndexError are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but the reports are not explicit duplicates and the symptoms differ." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized breakage and Kosmos2.5 OCR index error are separate issues." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve stricter config loading, but for different models and different validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed zero3 Bert init and tokenizer-mapping logic are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert index error and tokenizer-mapping failure are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and tensor mask-shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload/dequant loading and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2-related, but the packet does not show clear duplicate evidence." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are separate bugs." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate: both report the same Transformers v5 non-persistent-buffer junk regression." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Qwen3Moe FP8 failure are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA compatibility and Gemma4 token-embedding resize behavior are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Checkpoint dtype handling and stale config.dtype after from_config are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Two load failures, but for different models and likely different root causes." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but ZeRO-3 weight loading and save_pretrained key corruption are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading failures, but for different models and likely different causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the specific failure modes differ." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary overstates the evidence in a few places. The packet clearly supports the exact duplicate pocket `issue:43644` \u2194 `issue:44534`, but it does not clearly support calling the Qwen3.5 flash-attention items a true duplicate pocket, since the only Qwen3.5-related pair shown (`issue:44910` \u2194 `issue:44977`) was rejected. Also, some accepted soft-edge calls (especially the SigLIP2 ones) rest only on broad model-family/title similarity rather than explicit duplicate evidence, which is not conservative enough for this pass. The overall heterogeneity claim is grounded, but the duplicate-pocket summary needs to be tighter." + }, + "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": 7, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468" + ], + "prepared_review_unit_hash": "88804d478ae864a72f32c8fc9267d6c2683afbb3e5e3f112f84a00182cc26198", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37953, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers issues; only a couple of soft pairs look like genuine duplicates. The strongest overlap is the resize_token_embeddings propagation bug, plus a likely tokenizer/vocab-size loading regression for closely related models.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45276 is the best canonical for the resize_token_embeddings regression because it describes the most complete symptom set and explicitly covers the affected embedding/output paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the clearest representative of a real duplicate subcluster and has the broadest, most actionable description among the near-matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different subsystems: checkpoint resume step counting vs optimizer argument handling." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention Qwen3/quantization, but the failures are different: memory use during training vs offloading behavior." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a doc example/quantization problem and the other is bad outputs in AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory and the other is int4 quantization reserved-memory/OOM behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading failures: GLM-4.7-Flash test loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed/accelerate loading issue is unrelated to GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA qwen3_moe hf4.x vs hf5.x compatibility is unrelated to resize_token_embeddings on output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different bug classes: LoRA checkpoint compatibility vs model shape mismatch on load." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 generic issue vs sinq save/load corruption are not the same failure." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected model families and root causes differ." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/from_pretrained extra_state handling is unrelated to init_empty_weights argument compatibility." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar symptom, but different model architectures and different embedding locations; not clearly the same underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-Attn illegal memory access on Qwen3.5 is unrelated to s_aux=None in sink-less models." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading breakage are separate issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": true, + "reason": "Both point to the same tokenizer/vocab-size loading regression for the same model family, with special tokens outside vocab size preventing load." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading behavior and reserved-memory/OOM are related only broadly, not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different model implementations and likely different fix paths." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing behavior is unrelated to T5 using apex.FusedRMSNorm." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/model issues are unrelated to GLM5." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen3.5 multimodal text_config unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and mmap/OOM on Strix Halo are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state handling is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory issues with different triggers: int4 quantization vs mmap on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantized models, but the model families and failure modes differ." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 cross-track leakage is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is not the same as mmap-related OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 training KeyError." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and the official example being broken are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug: the output embeddings are not updated correctly." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram on Int in moe code is unrelated to Nemotron example loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted soft pairs are well-supported by their titles/body summaries, and the rejected pairs are not overclaimed. The summary also matches the evidence level: mostly unrelated issues, with a small resize_token_embeddings duplicate subcluster and a likely tokenizer/vocab-size loading regression." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:43299|issue:43931" + ], + "prepared_review_unit_hash": "78509f73fcb0b4494d8cdd8320731074a6115898694ba941d880fe8839b7d1a2", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37084, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose v5 regression cluster around model/tokenizer save-load behavior, not one single bug. Only a couple of pairs look like true duplicates; most others are related at the subsystem level but distinct enough to keep separate.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45698 is the best umbrella for the dominant custom-model save/load regression theme: it is current, has the most discussion, and captures the broad from_pretrained/save_pretrained failure mode that overlaps with several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest representative issue overall because it describes a concrete, broad save/load regression with custom modules and has the most obvious potential to subsume adjacent reports in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5-related model bugs, but one is a video-input regression for Qwen VL families and the other is a strict-config loading failure for granite_speech; different code paths and fixes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated; no shared underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs RLHF NaN explosion from 3D position_ids are distinct training-time issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading regressions, but GLM-4.7-Flash test loading and Qwen3.5 checkpoint save correctness are different model-specific problems." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is a permissions/read-only propagation issue during save_pretrained; the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are separate failures in different components." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and mistral_common continue_final_message are different tokenizer behaviors, not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and Trainer resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype problems, but autocast mismatch and meta-device loading failures are different mechanisms and fixes." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug: both reports say the resized embeddings are not propagated to the relevant output/decoder embedding weights." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are different regressions." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for pad/unk and failure to load a specific model are not the same underlying issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader dependency breakage; the other is an autocast dtype mismatch on a specific model." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token-ID regression and convert_tokens_to_ids slowdown are both tokenizer-related but different bugs: correctness vs performance." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip correctness bug are distinct." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are separate code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage and generic tokenization changes across versions are not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom-model loading/init after v5, but one is base_model_prefix loading and the other is notebook-defined model initialization; too different to merge." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility breakage and Gemma4 device-map forward mismatch are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Mistral-3 image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 linear_attention group-type crash and non-template-node compile error are different compiler/runtime failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models and mask-shape IndexError are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and compile non-template nodes are separate errors." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an older issue and Qwen3.5 PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/export with torch_compilable_check and Perceiver non-default-res image classification failure are different model/export problems." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is return_all_scores wording and the other is removed pipeline task documentation; not the same change." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 input-embedding unpacking with TRL are different failures." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 wrong results and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading failures, but one is a MoE loading breakage and the other is a weight-shape mismatch; too specific to treat as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the canonical choice is supported by the cluster metadata, and the soft-edge calls are mostly conservative. The single accepted duplicate pair (45292/45335) looks justified from the titles, while the rest are reasonably kept separate." + }, + "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": 9, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43906", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43596|issue:44683", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:42796|issue:43404", + "issue:44661|issue:44683", + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:43582|issue:43632", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "be0746636066d1a2a885a59a3d29352ac38136dec5d78792e2e75ad106b6ea81", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37041, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a loose pile of unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few performance/runtime edge cases. I did not find any soft pair that clearly shares the same underlying fix, so all soft edges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest and most representative v5 compatibility regression in the set, but it is still only a weak anchor because the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best global issue to anchor on because it is user-facing, broad, and about a core v5 loading breakage; the rest of the cluster is too heterogeneous to serve as a stronger canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-load regressions in v5, but they affect different models and failure modes: CamemBERT MLM prediction quality vs loading EMBEDDIA/est-roberta tokenizer." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "One is a T5 tokenizer method-name conflict; the other is a gguf_file loading regression for AutoTokenizer/AutoModelForCausalLM. Different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is a serialization bug, while the Qwen multimodal issue is about from_config unwrapping text_config." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption via sinq is unrelated to Whisper tokenizer continue_final_message behavior." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel initialization and torch>=2.9 flex_attention compilation are separate runtime failures." + }, + { + "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 regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a model-specific tokenizer load failure and the other is a Mistral regex patch crash with a different root cause." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency in Qwen3 MoE training is unrelated to disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and the v5.3 video-input regression hit different model paths and symptoms." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and crashing in _patch_mistral_regex are different tokenizer issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are both loading-related, but they affect different repositories/models and do not indicate the same underlying tokenizer bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3 are distinct defects." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration in TOKENIZER_MAPPING_NAMES has nothing to do with flex_attention compilation on torch>=2.9." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are both tokenizer regressions, but the titles point to different failure mechanisms and fixes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline behavior and CamemBERT masked LM predictions are unrelated model-specific bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU placement in XLNet relative positional encoding and Qwen3_5Moe CPU-offload incompatibility are different implementation issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral3 image-preprocessor dtype mismatch and a compile-time template-node TypeError are not the same bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text-encoder weights not loading are separate model-serialization issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "A T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are completely different subsystems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated v5 runtime problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code AutoConfig field loss and Qwen3.5 PagedAttentionCache group-type errors are different failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are separate model-specific tokenizer/load regressions." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model benchmark and runtime post-processor updates for special tokens are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing on Mixtral and a template-node compilation error are distinct compile/runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config training failure and PagedAttentionCache linear_attention crash in Qwen3.5 are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "num_input_tokens_seen not updating in TrainerState is unrelated to iterable-dataset multi-image fine-tuning failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in a torch extra and an undefined tensorflow_text backend mapping are separate packaging/backend problems." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization breakage are both v5 init regressions, but the concrete code paths differ." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different tokenizer/generation 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": 10, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46326" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43746|issue:46326", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:44464|issue:45987", + "issue:43645|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:43322|issue:43540", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44265|issue:44610", + "issue:36032|issue:43742", + "issue:44220|issue:44683", + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:45216|issue:45357", + "issue:44479|issue:45325" + ], + "prepared_review_unit_hash": "8e39e1369bd218d793fd9ee4d0f1b14d7ee2c5d03fc8ba54cdc35d08c7917bbe", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37145, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports. The clearest duplicate clusters are Qwen3.5 `save_pretrained` regressions, GGUF loading breakage, and possibly the audio fbank extraction crash; everything else looks distinct.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45216 is the cleanest anchor: it describes the core Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a later follow-up on the same incorrect saved checkpoint/visual-encoder-key problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest global representative: a concrete regression with a clear version boundary and a directly related later report, making it the best canonical issue for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure around `_torch_extract_fbank_features`/`center` handling." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failure modes; both are load errors but not the same underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: multimodal iterable-dataset batching vs mistral_common chat template handling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer constructor conflict vs custom model init breakage; unrelated code paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF/from_pretrained loading regression in v5, with 43482 being a model-specific manifestation." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated errors: template compilation vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: device_map/offload dequantization vs GGUF model loading." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both fail on v5, but the affected artifacts and likely root causes differ." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate bug vs MIMI encoder padding-mask bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer serialization are different issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading vs mistral_common chat template behavior." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and `StaticCache.get_seq_length()` contract mismatch are distinct." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization vs buffer serialization corruption; no shared code-path evidence." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different load failures for different artifacts." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight bug in one model vs device-dependent serialization of `lm_head.weight`; related theme, different defect." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but one is wrong outputs and the other is incorrect processor image size." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen regressions: hidden-states output vs rope index temporal scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different model-specific numerical mismatches; no clear common bug." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping/eval metric handling vs token-count tracking are unrelated trainer bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures with different mechanisms." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault loading Llava Next vs video-input ValueError in Qwen3OmniMoe; distinct bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failure surfaces: model loading for one repo vs Mistral tokenizer regex patching." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and `init_empty_weights` argument mismatch are separate issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure vs image preprocessing size mismatch." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict vs key error loading a specific model." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction issue vs compiled flex_attention on newer torch; unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache-length return-type bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict vs model loading failure for a specific repo." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: FP8 config handling vs missing Float8 storage type." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a later report of the same incorrect saved visual encoder keys." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is video-input handling and the other is still-image position-id scaling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The three accepted pairs all look plausibly like the same bug class from the packet titles, and the rejected pairs are cautious rather than overreaching. The summary also stays modest by marking the audio cluster as only possible." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43482|issue:43525", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:43421|issue:44568", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:41720|issue:45081", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "21304434fc2788a71c049dc5158cd312c68483b7758e3dc2b51495981eb74858", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is loosely clustered around Transformers v5/model-loading/tokenizer regressions, but the items are mostly distinct bugs with different models, code paths, or environments. I don\u2019t see any soft pair that clearly represents the same underlying change or defect, so no duplicates should be merged here.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45812 is the broadest, highest-impact tokenizer regression in the set (silent v4\u2192v5 wrong token IDs across Granite models) and is the best representative of the loose tokenizer-loading subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest canonical representative because it describes a general regression affecting all Granite models, rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs GraniteSpeech config strictness. No shared code path." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers, but one is a loading failure for EMBEDDIA/est-roberta and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated failures: T5 tokenizer init conflict vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility vs noisy model loading; different symptoms and fixes." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window issue; different model families and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage during loading is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is iterable-dataset multi-image finetuning and the other is rope index scaling for still-image positions." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: Granite token IDs vs CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage lookup error; no shared underlying defect." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a concrete tokenizer loading failure for a specific model repository." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen VL problems: multi-GPU training vs iterable-dataset multiple-image failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is different from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage resolution." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5, but they affect different internals and are not the same failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 shared_kv_states KeyError; distinct code paths." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config pad_token_id error are different model/config regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 loading failure is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from multi-image iterable-dataset training." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token updates not refreshing the post-processor is not the same as add_special_tokens failing for one tokenizer/model." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "One is missing TensorFlow in the torch extra, the other is tensorboard installed without TensorFlow causing backend errors." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window model behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error for Voxtral vs AppleSilicon caching_allocator_warmup TypeError; no overlap." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA video_tower/temporal attention issue is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling bug and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is a different problem from zero-loss single-label classification behavior." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to Mistral regex patch crashes during tokenizer loading." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Granite wrong token IDs are both tokenizer-related but distinct regressions with different symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43818|issue:45357", + "issue:43644|issue:44079", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43296|issue:45800", + "issue:43873|issue:45701", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "32bffc8f6b8807d75880d209d9d8ce12ddfaea0aaf6e3d451a146b7a6303fd6e", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports were grouped together by broad topic similarity. The closest family is Transformers v5 model-loading regressions, but the specific failures differ enough that none of the soft pairs should be merged as duplicates.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43611 is the broadest and most central report in the cluster: a Transformers v5 model-loading regression affecting multiple downstream loading paths, making it the best anchor for the nearby v5-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best represents the strongest duplicate cluster because several other items are adjacent model-init/loading regressions, while the rest are clearly separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and failure modes: MIMI batching/padding-mask mismatch vs Gemma3 NaNs from sliding-window attention." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Tied lm_head serialization inconsistency is a different bug from ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix/model loading and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are separate subsystems and bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backends issue for tensorflow is unrelated to audio processor sampling-rate defaulting in apply_chat_template()." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL video position-id bug are different multimodal paths." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL positions, but one is still-image temporal scaling and the other is video vision_position_ids; distinct regressions." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper cannot run is not the same as the meta-device loading regression affecting other models." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and Perceiver non-default-resolution failure are different model-specific issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision weight-tying failure causing bad generation is different from device-dependent serialization of lm_head.weight." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position scaling bug and Kosmos2.5 OCR index error are unrelated vision-text regressions." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different loading/quantization problems." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is a training/checkpoint issue, not a Qwen2.5-VL rope-index bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same as strict config loading for granite_speech." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers version incompatibility are separate compatibility failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are different model families and code paths." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are unrelated generation/evaluation bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 device-map cudaErrorAssert." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head weight tying and Bamba SDPA/torch.compile failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are different model-specific problems." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset finetuning failure are different multimodal issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents not matching forward pass due to missing STE." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:42796|issue:44977", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:41720|issue:43322", + "issue:26413|issue:28530", + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "d072392084966b1d6fb81b441f1bbbdec123fecd7edae3d5d44ce6b2ae97a04d", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37632, + "estimated_input_tokens": 9408, + "estimated_eval_tokens": 19072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose over-grouping of many unrelated Transformers bugs. None of the soft-similarity pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.29, + "canonical_issue_reason": "No strong duplicate emerges, but issue 41720 is the best anchor because it is the most connected node in the provided similarity graph and is a concrete, reproducible runtime failure.", + "canonical_pr_reason": null, + "best_issue_reason": "41720 is the most central issue in this cluster by soft-edge connectivity; it is still not a verified duplicate of the others, but it is the most reasonable representative if one issue must be kept.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Different failure modes: tokenizer crash on NER/batched padding versus torch.export failing on torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but one is a cudaErrorAssert in Qwen3 loading and the other is a forward-time device mismatch in Gemma4 PLE; not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Completely different code paths: sliding-window mask off-by-one versus tokenizer lookup performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different layers: MIMI batch-padding mask behavior versus OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Video processor shape bug versus dtype mismatch in bfloat16 inference; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across several models." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is a dequantized-model loading failure and the other is a broader offloading-not-working report; too different to treat as one bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver image classification failing on non-default resolution." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different tokenizer/model issues: BPE marker handling versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Processor shape mismatch and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset and ineffective gradient checkpointing with PEFT LoRA are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are distinct bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk filling are unrelated regressions." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "cudaErrorAssert with Qwen3 auto device mapping and Llava Next segfault are different model-loading failures." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure is unrelated to early-stopping metric lookup." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 serialization, but one is lm_head weight serialization and the other is visual encoder key saving; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family failures: A800 cuda assert with device mapping versus flash-attention generation corruption." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory OOM and an apex FusedRMSNorm leak in T5 are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature change and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v loading failure and tokenizer loading regression for est-roberta are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected num_items_in_batch kwarg in compute_loss and Qwen3Moe FP8 loading failure do not share a concrete code path." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejecting granite_speech and tokenizer loading regression for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug versus version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Extremely high perplexity on gpt-oss and tokenization changes across versions are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder weights not loading are different subcomponent bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap-related OOM on Strix Halo are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device-map cuda assert and inability to run 3d_parallel.py are unrelated runtime 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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "eb9a6e0771957287aa1f764f86525836d994a82a2e5a671d5970dfb6be37b6f8", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35829, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem keywords (trainer, processor, tokenizer, device map, Qwen, serve) but describe different bugs with different code paths and fixes. I would not merge any of the suggested pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items cover unrelated regressions and feature bugs across many models/components; there is no clear duplicate group to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue; none of these is a strong representative for the cluster since the pairwise overlaps are mostly superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a model dtype persistence bug; the other is Trainer resume/max_steps math. Different subsystems and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading during accelerate." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained visual keys are different model-specific regressions." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward name collision vs Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and failure modes: Bamba compile/SDPA vs Bark CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression in processor.tokenizer access is not the same as a general tokenization-version change report." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor size bug and Perceiver interpolation failure are unrelated image-processing issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized device_map offload loading failure are different quantization issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but one is a 'str has no attribute to' path and the other is missing _tokenizer; not the same root cause." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for remote code and read-only permission propagation on save_pretrained are separate problems." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE TP-only failure are different model/runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "BitNet FP8/quantization failure has nothing to do with transformers.pipelines import requirements for kernels v0.15." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated config bugs." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as recurrent-state reset with cache." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-mapping CUDA asserts." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they hit different models and errors; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model load/runtime crashes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy in Gemma3TextConfig is not the same issue as GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Trainer early stopping and void segmentation map processing are completely different areas." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on CLIP loading and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset support are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex FusedRMSNorm memory leak are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Bark CPU-offload device mismatch and BitNet packed-weight unpacking are separate loading/offload 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": 15, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46402" + ], + "soft_pairs": [ + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45357|issue:46402", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:45588|issue:45759", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "82bca77d1f59a15839b364c8929b3b8798ac8ce970135e71197bc79f321780d0", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35581, + "estimated_input_tokens": 8896, + "estimated_eval_tokens": 18048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and contains many unrelated issues. The only strong duplicate signal is the pair about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`; the rest are distinct bugs, regressions, docs issues, or model-specific failures.", + "confidence": 0.44, + "canonical_issue_reason": "issue:44514 is the earliest report of the exact `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash, and issue:44545 is a near-verbatim duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 best represents the only clear duplicate family in this set because its title/body align exactly with issue:44545\u2019s crash on batched input when `padding=False`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both involve tokenizers, but one is a slow/fast inconsistency report and the other is a T5Tokenizer load-time `add_special_tokens` conflict; different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization-related behavior, but one is an int4 CUDA memory regression and the other is a broad version-dependent tokenization change; not the same defect." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task docs references." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths: distributed metric gathering vs SAM3 text/bbox behavior." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to GraniteSpeech local PEFT checkpoint loading." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen-related, but one is a sliding_window bug in Qwen3-MoE and the other is `from_config` unwrapping for composite multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to the multimodal token counting undefined-variable bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer mask token registration/empty decode." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are Qwen/SAM3 save/load style issues, but one is incorrect visual encoder key saving and the other is text encoder weights not loading; not the same change." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to Qwen3.5 streaming chat/completions failures." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping are different model/processor bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures for specific models, but the underlying errors and affected models differ." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated runtime issues." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5 model internals, but one is config unwrapping and the other is CPU-offload rotary embedding compatibility; not mergeable as one fix." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init restriction in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Propagating `num_labels` in Qwen3.5 configs is unrelated to degenerate zero loss in sequence classification with `num_labels=1`." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash attention `s_aux=None` crash is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatch are separate model-specific bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor conflict is unrelated to loading `vesteinn/ScandiBERT`." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings=False` during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash with `padding=False`, reported twice with matching failure mode." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT trainer unpacking issue for Qwen3.5 embeddings is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor update behavior in TokenizersBackend is unrelated to DiaConfig losing custom token IDs on save/load." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is issue:44514 / issue:44545, whose titles match exactly and describe the same Qwen2_5_VLProcessor batched-input crash with padding=False. The soft-edge verdicts stay conservative and mostly rely on distinct titles/models/bug types rather than overstating evidence. No PR-pair mergeability concerns apply here." + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45663", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:45704|issue:45923", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:43596|issue:44220", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:43540|issue:46294", + "issue:44220|issue:44661", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "8e0cb5e2460d6d99d85f17688b1839abedb8b3b73499816db2efbb08364df617", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37986, + "estimated_input_tokens": 9497, + "estimated_eval_tokens": 19250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated tokenizer/offline, multimodal, model-loading, training, and quantization bugs. Under strict triage, none of the soft edges look safe to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span many independent subsystems and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a globally good best representative for the same reason: choosing any one would be arbitrary because the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: a T5 RMSNorm memory leak vs a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving flows, but one is PEFT checkpoint loading and the other is quantized sinq save/load corruption; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping assert on A800 vs T5 RMSNorm leak." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: T5 RMSNorm leak vs Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and custom-model notebook initialization are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline tokenization, but one is cache loading and the other is an unconditional model_info call in _patch_mistral_regex; not the same concrete bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness vs a T5 error-message regression; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL/video-adjacent, but one is a weight_only load error and the other is wrong video position ids; different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same issue." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state bug vs missing gradient_checkpointing support; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific wrong-output regressions with no shared concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model mismatch vs offloading with quantization; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantized offloading are different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: dynamic special-token updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void-segmentation handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel init failure and _torch_extract_fbank_features issues are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention mistral_regex/fix_mistral_regex, but one is an AttributeError crash and the other is codec/warning regression; too different to treat as one bug." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex regression vs list_repo_files revision forwarding; no shared bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but one is Qwen3OmniMoe video processing and the other is Qwen3.5 chat-template token/feature mismatch; not the same concrete defect." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model addition logic are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with custom models vs Kosmos2.5 long OCR index error; different paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attention field regression and RTDetrV2 output-difference regression are different model-output issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument error and failing to load cjvt/sleng-bert are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure vs DAC latent reconstruction mismatch; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failures are separate model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode bug and DAC latent mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n variable-name collision are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; different defects." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count bug 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": 17, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46512" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:44186|issue:44442", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:43716|issue:44008", + "issue:45584|issue:45834", + "issue:43582|issue:46512", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:43825|issue:43994", + "issue:43782|issue:44977", + "issue:43421|issue:44811" + ], + "prepared_review_unit_hash": "8d0700e4e757f311a48d5c78d293fa26aa9dba8f20e587ab4bfedf3be1a634ea", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35563, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose thematic cluster of mostly unrelated Transformers issues, with only superficial overlap in a few tokenizer/model-loading bugs; none of the soft pairs look like true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44843 is the clearest, most concrete representative of the cluster: it has a specific failing path (`_patch_mistral_regex`), a reproducible offline-mode regression, and explicit impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best single issue to keep for triage because it is well-scoped, actionable, and tied to a precise code path rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failures: image segmentation-map processing vs trainer loss-signature kwargs." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs tokenizer loading for a specific Roberta model." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but they describe different failure modes and likely different fixes: offline `model_info()` call vs missing `backend_tokenizer` attribute." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No meaningful overlap: AutoImageProcessor URL loading vs a template compilation TypeError." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime issues: Llava Next segfault vs MPS histogram not implemented for Int." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 documentation/example errors vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Both involve training/inference utilities, but one is metric gathering on the last batch and the other is Mamba2 cache correctness." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: input validation error messaging vs degenerate zero loss in single-label classification." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs AutoTokenizer failing to load a FastSpeech tokenizer; unrelated failures." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption on load vs cache sequence-length return type mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Same general v5 theme, but different concrete bugs and code paths: Pegasus output drift vs CamemBERT MLM predictions." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated multimodal issues: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Different issues: Apple Silicon warmup TypeError vs `from_config(dtype=...)` leaving config dtype stale." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "One is a GLM-5 RoPE discussion/bug report, the other is docs cleanup for removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is non-persistent buffer corruption and the other is broken FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/device mismatches, but they affect different models and different execution paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen video-input regression vs Kosmos2.5 OCR indexing error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype handling and Video-LLaVA architecture/weight-sharing issues are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape index error vs trainer.evaluate() failure after training are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions in Qwen-family models, but they describe different concrete failures and likely different fixes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline deprecation/error-message issue vs SigLIP2 nonsensical outputs; not a duplicate." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are separate bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update logic and Whisper batch_decode special-token handling are distinct 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": 18, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:34634|issue:36331", + "issue:43782|issue:45325", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:45081|issue:45406", + "issue:44589|issue:45042", + "issue:45084|issue:45538", + "issue:45372|issue:46326", + "issue:44060|issue:44368", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "e1b39b853ec64d6f65d1543e2df500f6064abc0bbd4622bb197bc0f180d26033", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but actually unrelated issue reports across tokenizers, model loading, processors, and warnings. I don\u2019t see a true duplicate pair that should be merged, and there is no single canonical issue/PR for the cluster.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Both are loading failures, but one is a tokenizer load regression and the other is a kernels import/version dependency issue; different code paths." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "One is a Qwen3.5-VL video feature/token mismatch, the other is a T5 decoder-input validation error message; unrelated bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent v5/remote_code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broader remote_code regression." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: image processor sizing versus dtype mismatches in inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "One is Blip2 dtype propagation, the other is an Apple Silicon allocator warmup TypeError; no shared underlying bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type and return_tensors handling are separate API issues." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to pipeline removal, but one is an error message and the other is stale documentation; not the same fix." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct failures." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM output regression and generic tokenization changes are too broad and not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral regex patching are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Allocator warmup on Apple Silicon and CUDA AMP image-loss crashes do not share a code path." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated model/ \u0627\u0644\u062a\u062f\u0631\u064a\u0628 issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is a rope-index temporal scaling bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIPTextModel structural inconsistency are unrelated implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling rate and DAC STE mismatch are unrelated audio/model issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output drift are separate vision-model bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same as a broad remote_code regression." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in loading/serving, but they hit different classes and different missing attributes." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup and torchvision dependency requirements are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and CLIPTokenizer max_length misuse are unrelated issues." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import dependency break and the other is a tokenizer chat-continuation behavior bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "The warning about tied weights in Qwen3-Next is not the same as a downstream LoRA fine-tuning warning in ms-swift." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token-count video branch bug and a removed config reference in auto_mappings 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": 19, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:46209", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:43550|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:42175|issue:46291", + "issue:43531|issue:45042", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:45459|issue:45803", + "issue:43262|issue:44811", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43257|issue:43696", + "issue:43650|issue:43906", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43749|issue:44756", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "03eba7c92ba7824e2adcc805ff5058b06374e55e5f5366ac2ff69dbed9c32546", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are clearly unrelated; the only plausible duplicate is the Qwen video-input regression pair, which appears to share the same broken video code path. No pull requests are present.", + "confidence": 0.56, + "canonical_issue_reason": "issue:44479 is the broadest and most user-facing report in the only likely duplicate pair, covering the same video-input regression across multiple Qwen VL/MoE models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the shared video-path bug because it names the affected model families and the regression context, making it the strongest anchor for deduping the related report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: a reproduction of an earlier issue versus an FP8 inference OOM on B200." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated code paths: BeitImageProcessorFast label reduction versus an MPS attention correctness issue." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different failures and subsystems: SDPA/torch.compile on Bamba versus MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3 with a non-pretrained Bert model versus evaluate() breaking after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is a gguf_file regression in auto classes and the other is a tokenizer load failure for a specific model." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different import/runtime regressions: GenerationMixin import path versus custom models in Jupyter notebooks." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated API breakages: import path for GenerationMixin versus CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE weight conversion during loading versus multimodal token counting in the video branch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: DAC from_latents mismatch versus DiaConfig save/load losing token IDs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different packaging/import issues: missing tensorflow backend versus kernels dependency requiring version or revision." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different model/processor bugs: Qwen3-MoE sliding_window versus PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different loading/processor issues: BitNet packed-weight handling versus OmDet-Turbo processor image size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and components: siglip2 zero probabilities versus OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth versus Sam3Video runtime memory exhaustion." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different processor/model bugs: PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors are not the same as a quantization loading regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different loading behaviors: trailing-slash local path warning versus Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific regressions: GLM-4.7-Flash test loading versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Related config-loading themes, but different objects and bugs: AutoConfig missing fields versus AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different code paths and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio/Whisper behaviors: chat template sampling rate versus batch_decode special-token stripping." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache area, but one is lazy-init recompilation while the other is max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same broken video path in VLM processing: the video branch of multimodal token handling/regression affecting Qwen VL/MoE models." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different loading/quantization issues: Qwen3 MoE weight conversion versus GPT-oss-20b OOM." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder issue title versus a reproduction of an import regression are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Related to video processing in a broad sense, but one is token counting and undefined helpers; the other is batched video processor output shape." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: Qwen3 MoE weight conversion versus Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading versus disabling mmap on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and causes: FineGrainedFP8Config failure on Qwen3Moe versus a key error loading MobileLLM-125M." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only elevates the Qwen video-path pair as a plausible duplicate, and the rejected pairs are mostly separated by clearly different subsystems or failure modes. No PRs are present, so there is nothing mergeability-related 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": 20, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43454|issue:43577", + "issue:43606|issue:45859", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43525|issue:46291", + "issue:34567|issue:40990", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:44987|issue:45538", + "issue:44568|issue:45356", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:43742|issue:44291", + "issue:44849|issue:45701", + "issue:44062|issue:44991", + "issue:28282|issue:29127", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:43749", + "issue:42175|issue:44488" + ], + "prepared_review_unit_hash": "a888ec1bb59069ecf6d7fcfbcb657d99b6ee7632ca041e1968cbcbe66f98e515", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one clear duplicate-like pair around Qwen video-input regressions. The only soft edge I would merge is the broad 5.3.0 Qwen video regression with the specific qwen2.5-vl vision_position_ids report; the rest are different bugs despite superficial tokenizer/offload/dtype overlap.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broadest and most central report in the only strong duplicate-like pair, covering the same Qwen video-input regression family that issue:45381 narrows to qwen2.5-vl vision_position_ids.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue representative here: it describes a concrete regression, spans the wider affected Qwen VL family, and most plausibly subsumes the more specific qwen2.5-vl follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model parameter handling, but one is lm_head tying in Mistral3 and the other is dtype propagation in Blip2; different code paths and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but one is a device mismatch for bark-small and the other is a rotary-embedding compatibility bug in Qwen3_5Moe; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 loading and AutoImageProcessor URL loading are unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to importing transformers.pipelines failing on kernels version/revision requirements." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and high perplexity on gpt-oss are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for mdeberta-v3-base and the other is Kimi-K2.5 codec/warning handling; different fixes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-encoder key issues are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weight tying, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA merge collapse with extended vocab; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to kernels import-time version/revision validation." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing import error and Llama 3.2 Vision model-loading breakage are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Tensorflow backend packaging and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is a loading-time submodule dtype mismatch and the other is config.dtype being stale after from_config; different symptoms and likely different fixes." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading failures and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "facebook/MobileLLM key error is unrelated to init_empty_weights unexpected argument handling." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and a general tokenization-version change are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to tokenizer loading failure for EMBIDDIA/est-roberta." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing import error and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen VL video-input regression in 5.3.0; 45381 is a specific manifestation of the broader video-input bug described in 44479." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping and Qwen3OmniMoe video input value error are different failures." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input failures on different model families and error types; not clearly the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad area, but 44479 is a specific Qwen VL video regression across several models while 43540 is a separate Qwen3OmniMoe input-processing ValueError." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install is unrelated to a model-loading failure for cjvt/sleng-bert." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical/best issue choice is supported by the titles and descriptions, and the only accepted soft edge (44479 \u2194 45381) is a plausible broad/specific duplicate pair. The remaining soft-edge rejections stay cautious and do not overclaim equivalence." + }, + "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": 21, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45907", + "issue:45920", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:24643|issue:29159", + "issue:38175|issue:44898", + "issue:43493|issue:43994", + "issue:44987|issue:45907", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:27957|issue:28282", + "issue:44737|issue:46463", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:44737|issue:45588", + "issue:44568|issue:46491", + "issue:43906|issue:46468", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:43404|issue:45987", + "issue:45823|issue:46463", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43906|issue:45381" + ], + "prepared_review_unit_hash": "808adac7a1384bfff06bc988859ea7c2fac0a20889061c5c0254c8afd376d943", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with one plausible duplicate pair around SigLIP2 model correctness. The rest differ by model, code path, or failure mode and should not be merged.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the broadest, most central open issue in this set: it covers a multi-model AutoTokenizer regression with inbound references and likely subsumes the tokenizer-regression theme better than the narrower single-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global issue anchor because it is broad, active, and represents a multi-model regression rather than a one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Different subsystems and failure modes: DeepSpeed training weight shape error vs tokenizer inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but the models and bugs differ: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same underlying SigLIP2 correctness problem; the second looks like a symptom of the HF-vs-JAX implementation mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: model loading regression for a specific repo vs a hub API argument-forwarding CI break." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and appear to be different concrete bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is an init_empty_weights constructor-argument error; the other is loading AutoImageProcessor from URL." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Different issues entirely: Flash Attention 2 support vs missing PyTorch import." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet device-placement bug and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is token accounting and the other is a custom compute_loss signature break." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific bugs: MoE weight conversion vs Smollm3 RoPE layer handling." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype problems in different model families; not the same code-path bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal failures: janus image-generation test vs Phi-4 multimodal loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken constructor conflict is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency issue vs tokenizer regex patch crash; separate bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: MobileLLM key error vs Float8 storage type resolution." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and symptoms: XLNet CPU arange vs flash_attention s_aux None crash." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer regressions, but one is BOS/EOS special-token insertion and the other is encode-decode leading-space handling." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of an old issue and a Nemotron example breakage are not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL rope-index regression, unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is BeitImageProcessorFast label reduction; the other is sequence-classification loss degeneracy." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated: Mistral3 weight tying vs cache sequence-length return type." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder input validation." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump problem is not the same as stale auto_mappings references." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model load failure are different symptoms with no clear shared code-path." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regression classes: save_pretrained visual-key serialization vs wrong AutoTokenizer token IDs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-related issues; one is a reproduction of another issue, the other is a vision-position-id bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. issue:45920 is the broadest open tokenizer-regression anchor in the packet, and the only soft accept (issue:43493 vs issue:43994) is plausibly the same SigLIP2 bug family without overreaching. The remaining reject verdicts stay conservative and are supported by distinct titles/code paths." + }, + "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": 22, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44625", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:28282|issue:32090", + "issue:45200|issue:46463", + "issue:28282|issue:35141", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:44514|issue:45381", + "issue:43295|issue:45356", + "issue:43531|issue:43742", + "issue:43577|issue:43697" + ], + "prepared_review_unit_hash": "dd17ae21f3c419dd4a50b53202b066728e06ea21e0ef068dca4e2c12ebff8d10", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35646, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a high-similarity but false-positive mix of unrelated bugs across tokenizers, configs, training, and model-loading; no duplicate core issue/PR emerges.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue covers the cluster; the reports span unrelated subsystems (tokenizers, config loading, training, serialization, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global canonical here because the paired items do not share one underlying bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config bugs: num_labels propagation vs strict loading of granite_speech." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated config issues: rotary_pct reload vs JSON list handling in rope validation." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: BitNet packed-weight loading vs Perceiver non-default resolution." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but different models and different missing-field behavior." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension error is unrelated to LayoutLMv3 box-content validation." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to Trainer evaluate-after-train behavior." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and NoneType broadcast error are different failure modes." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Torch import failure is unrelated to post-init reinitializing tied embeddings." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id unexpected-key issue is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a serialization bug and the other a broader translation-model issue." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage is unrelated to unconditional model_info() offline-mode failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent mismatch and Whisper batch_decode skip_special_tokens are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers, different errors, different loading paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are separate model/processor bugs." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 mistral_common import failure is unrelated to Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TF backend issue is not the same as missing tensorflow_text backend mapping." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage and Blip2 dtype mismatch do not share a code path." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Global cleanup behavior change and CodeLlama round-trip space stripping are different tokenizer regressions." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash and video position-id bug are separate Qwen2.5-VL issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Custom processor.tokenizer regression is unrelated to Kimi-K2.5 codec handling." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype persistence and RTDetrV2 output differences 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": 23, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43688|issue:45440", + "issue:43550|issue:43927", + "issue:44479|issue:44625", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:45491|issue:46002", + "issue:44734|issue:46612", + "issue:33666|issue:36010", + "issue:44464|issue:44977", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:44466|issue:46050", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44514|issue:45290", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43262|issue:43295" + ], + "prepared_review_unit_hash": "f4de607f16b09f10e022a8f5eeb4dbd79fa8ca5bf2ffed169a34edd8cf79fc7f", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab-bag of unrelated tokenizer, loading, generation, processor, and training issues; none of the soft edges look like true duplicates, so every candidate pair is rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct bugs and regressions across unrelated code paths. If one must be named as the broadest representative, issue 45701 is the most general tokenizer-regression report, but it is not a true duplicate anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the closest thing to a global representative only because it is broad and active, covering version-dependent tokenization behavior; however, it is still not semantically aligned with most other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Both mention save/load plumbing, but one is about `max_shard_size` in `save_pretrained()` and the other about kwargs not reaching `cached_file`; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special-token behavior, but they affect different tokenizers and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "`trust_remote_code` config field loss and broken FSDP CPU-efficient loading are unrelated issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "One is an offline-mode `model_info()`/regex patching problem; the other is a tokenizer-loading failure for a specific model. Different causes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation/cache-related, but one is chunked compiled forward inconsistency and the other is recurrent-state reset in a specific modular model path; not one bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and an Apex RMSNorm memory leak are clearly different issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug vs. config token-ID persistence bug; related domain, different root cause." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and missing text-encoder weight loading in Sam3 are different model-loading problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepSeekV3MoE divergence are different code paths and bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and `num_labels` propagation are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to broad tokenizer-version behavior changes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure and MLukeTokenizer attribute error are different bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they occur in different models and with different triggers; not the same defect." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both touch generation cache logic, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder skipping for specific models; distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a `GenerationMixin` import error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failures are different generation regressions." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model key error on load and `AutoImageProcessor` URL loading are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType handling and Qwen2-VL multi-GPU training are different issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and chunked-generation compiled-forward inconsistency are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing config fields with `trust_remote_code` and removal of `is_torch_fx_available` breaking custom models are different root causes." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Device-dependent `lm_head.weight` serialization and quantized save/load breakage are both persistence issues, but not the same one." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading failure and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight loading during accelerate are different load-path bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are `apply_chat_template` crashes, but they involve different inputs and failure modes; not clearly the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained-model legacy-field loading and OmDet-Turbo processor size mismatch are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-passing regression are both processor-related, but they are separate 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": 24, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489" + ], + "soft_pairs": [ + "issue:43606|issue:43927", + "issue:44554|issue:46365", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:43278|issue:43688", + "issue:43452|issue:44451", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:44625|issue:45584", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:44488|issue:44843", + "issue:33357|issue:33666", + "issue:44849|issue:45357", + "issue:44589|issue:45520", + "issue:44568|issue:46489", + "issue:43540|issue:44977", + "issue:43257|issue:43299", + "issue:43278|issue:43701", + "issue:43927|issue:44361", + "issue:43334|issue:43572", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:43334|issue:45759" + ], + "prepared_review_unit_hash": "3fe02b8708df1bcd32454beed5ebecc5f7836c7fa34c1369794c99cd7f5f8156", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37304, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairs are mostly false positives from broad lexical overlap (tokenizer/config/load/regression wording) rather than the same underlying bug. I did not find any pair that is clearly the same concrete change or failure mode.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style regression report here (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), making it the best representative issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the widest scope and is the most plausible hub for version-wide breakage, while the rest are narrower model-specific or subsystem-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs save/load config token-id loss and generation IndexError." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated subsystems: MPS attention correctness vs Trainer import failure tied to datasets." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different configs/models and are not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different runtime problems: flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated training/eval dtype change vs auxiliary-loss normalization bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading issues, but one is gguf-related tokenizer/model loading and the other is a specific BERT model load failure." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading bug vs tokenizer AttributeError on tasks; no shared code path." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different areas: SigLIP2 implementation discrepancy vs pipeline error-message wording for translation tasks." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example errors are not the same as an implementation-vs-JAX discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure vs dependency version bump; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch forward bug vs quantized model save/load breakage." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: num_labels propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP model loading; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs example errors do not match the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Model-discrepancy issue vs gradient explosion under ZeRO-3; different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype change in eval is not the same as abnormal gradient growth." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Broad custom-initialization regression vs device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Two load failures, but one is a specific model load regression and the other is an offline-mode network call bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; no overlap." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states bug vs incorrect visual-encoder keys in save_pretrained; distinct issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "FP8 storage type error vs flash_attn import KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different concrete behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a broader dev loading failure on a different model family." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token ID persistence bug vs tokenizer AttributeError on tasks; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config vs missing pad_token_idx in StableLmConfig; same theme, different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM vs PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "These are separate tokenizer regressions affecting different models; not one shared fixable bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id config error vs unwrapping text_config for composite Qwen multimodal configs; different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:44792|issue:45405", + "issue:43824|issue:44589", + "issue:43606|issue:44112", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:44493|issue:46285", + "issue:45200|issue:45229", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:29159|issue:32090", + "issue:43065|issue:46369", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:28218|issue:34567", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:43540|issue:45200" + ], + "prepared_review_unit_hash": "18b7e5b0ae67fd6a196f4c92848bde39a133af292d58d184fde955eea3f8dded", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35244, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose embedding cluster of unrelated issues across tokenization, serving, quantization, model loading, and training. None of the soft pairs look like the same underlying bug, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: BEiT legacy-field load error vs. Bark CPU-offload device mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a PEFT version bump/release issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL export symbol is unrelated to a float8 storage lookup error." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is Bark CPU offload and the other is a GraniteSpeech stale override test." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm config pad token regression and init_empty_weights argument handling are different breakages." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is not the same as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Position-id unexpected key warnings and CLIP text-model structure drift are distinct issues." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are unrelated symptoms." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT pretrained loading bug is unrelated to BigBirdTokenizer special-token decoding behavior." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is OOM and the other is a PLE device mismatch in forward." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same failure as Whisper empty-transcription generation." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and position-id key warnings do not share the same code-path problem." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior in general is too broad here; the specific bugs differ (offload vs save/load corruption)." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are unrelated training vs model-loading issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is unrelated to sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow failure-reporting are different subsystems and bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to _gpu_broadcast_one NoneType errors in Trainer." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as the sam3-litetext memory overflow report." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss-20b CUDA OOM are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation error is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve crashes in multimodal continuous batching and KV-cache continuation are different request paths and failures." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate in flex_attention." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are separate bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma4 mm_token_type_ids defaults." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:43232|issue:44849", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:44521|issue:45290", + "issue:43572|issue:43957", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:42490|issue:43493", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:43452|issue:46512", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "7a4b7f22eb646d8e87a3835eee9397e7189895e0abc5834f7cddf048e96329d8", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; the cluster is a loose collection of unrelated Transformers issues with some superficial loading/tokenizer similarity. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43950 is the most self-contained and representative core regression report in an otherwise heterogeneous set; it is broad, concrete, and closer to the common loading-regression theme than the rest, though this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best single representative issue because it clearly documents a reproducible v5 loading regression and is more actionable than the more specialized or orthogonal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing flash-attention import symbol and the other is a meta-device model-loading break; different code paths and fixes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems and failure modes: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer image-passing regression vs batched video processor shape bug; distinct APIs and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding-truncation is not the same as silently ignoring return_tensors when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue and a device-map forward mismatch are unrelated bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Forward device placement mismatch is unrelated to the return_tensors/text_kwargs precedence issue." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Multimodal processor/tokenizer regression and OmDet processor image-size mismatch are separate problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "These are both broad model-processing topics, but one is processor/tokenizer regression and the other is quantization/offloading behavior." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs propagation after sync_gpus is a different bug from Qwen3.5 output_hidden_states handling." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a transformers>=5.1 model load failure are not the same concrete defect." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import backend mapping failures for flash_attn vs tensorflow_text have different root causes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA correctness issue and DeepSpeed ZeRO-3 gradient growth are separate training bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different failure points." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "These are both loading-related, but one is a missing config field and the other is a meta-device initialization failure." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and a text_kwargs/return_tensors precedence bug are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness with mismatched head dimensions and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors involving different missing symbols/modules; no shared underlying change." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head serialization inconsistency and LoRA merge collapse with extended vocab are different tied-weights bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local-path import warning is not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities in a specific model and the other is a broader HF-vs-JAX discrepancy; insufficiently specific to call duplicate." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale CI test are entirely different issues." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structure inconsistency." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are different bug classes." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id on different configs, but they are separate model families and likely separate config regressions." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe is unrelated to the Qwen2_5_VL import error." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file breaks from_pretrained and stale config.dtype after from_config are different loading/config-state bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are unrelated tokenizer/model-weight 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": 27, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:45200|issue:45325", + "issue:43526|issue:46192", + "issue:43388|issue:43526", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:38175|issue:45412", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:45520|issue:46170", + "issue:45759|issue:46512", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43611|issue:43931", + "issue:44514|issue:44521" + ], + "prepared_review_unit_hash": "ec4839949301b6dc622e2f356e19f2510c7f5d6ac88a77f6bb183bb833c7d625", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36264, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports rather than true duplicates. The only faint common thread is multimodal/chat-template handling, but the soft pairs still point to different code paths and symptoms. I\u2019d center the cluster on the active multimodal chat-template bug #44521.", + "confidence": 0.64, + "canonical_issue_reason": "#44521 is the most active and central issue here, with multiple inbound references and discussion around multimodal `apply_chat_template` behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best representative issue because it is open, actively discussed, and sits at the most coherent shared theme in the set (multimodal chat-template handling).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dtype regression during evaluate vs Qwen3 MoE memory usage." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Unrelated failures: missing Qwen2.5-VL import vs DeepSeek detokenization issue." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor bugs, but one is audio sampling-rate defaults and the other is batched video shape handling." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Separate multimodal bugs: defaulting `mm_token_type_ids` vs incorrect RoPE temporal scaling." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different code paths: Beit label reduction vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Metric gathering truncation and image-processor label reduction are unrelated bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures: load-time error vs save/tokenization failure for a specific model." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing janus generation test is not the same as a stale paged-generate warning." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent consistency vs a stale CI device-override test are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory release are different model bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and AMP crash in a loss function are different failures." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they target different APIs and regressions." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime problems: CUDA assert in auto device mapping vs FP8 inference on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing/removed import-utils symbols, but for different helpers and different breakages." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "`from_config` unwrapping a composite config and CLIP structure inconsistency are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different processor/generation regressions with different triggers and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config construction and Bamba SDPA/torch.compile failure are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch vs qwen3_omni_moe feature-length helper behavior are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "An AMP crash in LwDetrImageLoss is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Flash-attn import key error on Python 3.13 and Windows ROCm import/type errors are different compatibility bugs." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve `from_config`, but one is about unwrapping `text_config` and the other about stale `config.dtype`." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and a qwen3_omni_moe length helper bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Related to version compatibility, but one is a missing import and the other is broad Torch 2.10 incompatibility." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a NoneType GPU broadcast error are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config construction and tokenizer special-token registration are different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure and a stale CI test are not the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are load-time errors, but they involve different models and different mismatch causes." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks; close but 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": 28, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45290|issue:46326", + "issue:46431|issue:46566", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45200|issue:45588", + "issue:45588|issue:45859", + "issue:45127|issue:45245", + "issue:43335|issue:44112", + "issue:39692|issue:43526", + "issue:43335|issue:45593", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:26413|issue:31501", + "issue:34689|issue:35141", + "issue:45310|issue:45478", + "issue:43606|issue:44857", + "issue:45459|issue:46234", + "issue:42490|issue:43854", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "6b1665af17b854f4c5f071d34688bdb08edb1708f6a06e31661675f1e03e3739", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issues grouped by loose textual similarity. I only see one true duplicate pair: the two Qwen3.5 Moe from_pretrained error reports. All other soft-edge pairs describe different bugs or different code paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45310 and issue:45478 are the same Qwen3.5 Moe from_pretrained regression; 45310 is the earlier report and a good anchor for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best cluster representative because it matches the only true duplicate and is the earliest report of that specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are import/loading failures, but one is missing PyTorch and the other is a MacOS bus error on a CLIP model; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions: Pegasus output drift across versions vs Qwen modular recurrent state reset with cache." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Both concern model internals, but one is a Python 3.13 import/parsing issue and the other is a helper output-length bug." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config bugs: sparse layer creation in SwitchTransformers vs legacy field handling in Beit semantic segmentation loading." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages while the other is about continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing chat-template support; the other is DiffusionGemma staying on meta with device_map=auto. Not the same failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules: flash support helper vs HybridCache." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "One is a training/eval dtype drift; the other is a pipeline error message about translation support. Different issues." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Both are runtime errors, but the first is a layoutlmv3 box-information message problem and the second is a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different model code paths: SwitchTransformers sparse-layer config vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is BitNet packed-weight loading and the other is a stale GraniteSpeech device override test." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: Gemma4 mm_token_type_ids defaults vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch offload/attention-related code, but one crashes on sink-less flash attention and the other is a Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA extended-vocabulary collapse is unrelated to the 2^24 category-limit runtime error." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale override test are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are different model issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: DAC forward/from_latents mismatch vs unexpected position-id keys." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resumption epoch-iterator failure is unrelated to FineWeb SLM training not starting." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Llama 3.2 Vision model loading regression vs output embedding reinitialization on resize_token_embeddings." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 Moe from_pretrained error report; clearly the same underlying bug/regression." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are CUDA/device-related, but one is CPU offload device mismatch and the other is float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error hiding and a missing import_utils availability helper are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading failure are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example problems are unrelated to unexpected position-id keys across many models." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer incorrect results are different regressions." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/device failures in different models: LwDetrImageLoss AMP crash vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion and is_torch_fx_available removal breaking trust_remote_code models are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate pair is the identical Qwen3.5 Moe from_pretrained report (45310/45478), and the other soft-edge pairs are reasonably rejected as distinct bugs or code paths based on the packet 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": 29, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:28218|issue:32090", + "issue:38175|issue:44493", + "issue:43701|issue:45083", + "issue:45290|issue:45381", + "issue:32090|issue:33357", + "issue:40444|issue:43526", + "issue:42490|issue:43575", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45920|issue:46192", + "issue:44855|issue:46399", + "issue:44448|issue:44977", + "issue:27957|issue:34689", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:44857|issue:45588", + "issue:43927|issue:45698", + "issue:43746|issue:46209", + "issue:37428|issue:44987", + "issue:43278|issue:43381", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:32090|issue:33290", + "issue:41720|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "8a78263fa7cc6d4403b6df05e2cc326bb2089f59e94961ac30f24648fc47acfe", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36450, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated bug reports. None of the soft pairs look like the same underlying issue strongly enough to merge. The broadest representative issue is the v5 tokenizer regression affecting multiple model families.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the broadest and most representative open report here: it describes a tokenizer regression across multiple models, has inbound references, and captures a larger class of breakage than the more model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to keep as the representative problem statement because it is broad, clearly reproducible, and tied to a current v5 regression affecting several model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and a Trainer/_gpu_broadcast_one NoneType error are unrelated subsystems and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "A zero-probability issue in SigLIP2 is unrelated to a position-id key warning in other models." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper bug are different code paths and different symptoms." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-related, but one is a chat template crash with tool calls and the other is a video position-id bug; not the same underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast/type error and a MacOS bus error with CLIP are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure and BeitImageProcessorFast label reduction are unrelated image-processing issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning and a tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are different regression types." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a qwen3_omni_moe helper-function bug do not share the same code path." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenization, but one is wrong token IDs across models while the other is ignored return_tensors kwargs; different bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/registration problems, but they affect different models and different parsing/runtime failures." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are unrelated model-specific regressions." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are not the same underlying bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and a torch.jit GeneratorExp export problem are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval and undefined video-branch helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention.py AttributeError on s_aux=None are both crashes but in different modules and failure conditions." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token-ID persistence and loading the wrong custom module after save_pretrained are different serialization/loading bugs." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading and FP8 inference on B200 are unrelated model/runtime compatibility issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing internal flash-attention utility import and a model-load failure for physical-intelligence/fast are not the same code-path problem." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype changes in eval and gradient checkpointing being unusable in eval mode are separate behaviors." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and a Gemma4 multi-GPU OOM are both memory-related, but not the same concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast failure and Adafactor+DeepSpeed OOM are different training-time issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are distinct failure modes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Version output divergence for Pegasus and inconsistent lm_head serialization depend on different mechanics and should not be merged." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different runtime 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": 30, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:42490|issue:43873", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43278|issue:43575", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:43381|issue:43701", + "issue:45372|issue:45406", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:45459|issue:45712", + "issue:43756|issue:45440", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43653|issue:44442", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43066|issue:44462", + "issue:45440|issue:45593" + ], + "prepared_review_unit_hash": "b5cc6fd183a4d3b41bc47dab03379a6feaec8157c8475109dea60510f8ead412", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37578, + "estimated_input_tokens": 9395, + "estimated_eval_tokens": 19046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct bugs across tokenizers, flash-attention, quantization, export, memory, and model-specific regressions. I do not see any true duplicate pairs among the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster because the items span unrelated failure modes; if a representative anchor is required, issue 44462 is the broadest core-loading regression among them.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the most reusable representative of the group because it hits a central AutoTokenizer loading path and is broader than the more model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs with different code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash-attention sink-less crash are unrelated runtime/export issues." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization/offloading failure are not the same defect." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization problems and a bare-except bug in Fuyu are separate tokenizer paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash-attention AttributeError are different problems." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with CLIP and SigLIP2 documentation errors are different issue types and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is not the same as TP loading OOM." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are distinct tokenizer/model bugs." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-parameter JSON list handling are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import error and serve-side missing _tokenizer attribute are not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token configuration mismatch does not match the flash-attention generation regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer implementations." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are separate quantization issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to Wav2Vec2 serialization/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor center-arg crash and video-input regression affect different components." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 incorrect outputs are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are distinct failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf and leftover dummy classes are unrelated cleanup/bugfix items." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR deletion memory leak and Sam3 litetext memory overflow are not the same memory issue." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale warning in paged generate() are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf-dependent tokenizer error handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical results and RT-DETR memory leak are separate model/runtime problems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and failing FA2 tests are not the same concrete defect." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and AutoTokenizer ignoring tokenizer.json are related to tokenizers generally, but not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 31, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + 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"issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:34689|issue:43611" + ], + "prepared_review_unit_hash": "0eacdc82b87571046418be623b0bdfad5b1a3f334da30bc97a5af20db95b085c", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated issue reports across models, loaders, tokenizers, quantization, and training/runtime behavior. There is no clear canonical duplicate representative, and none of the soft-edge pairs look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different problems: tokenizer post-processor update behavior vs Gemma3 NaNs from sliding-window attention on GPU." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM while loading Qwen2 with tensor parallelism vs checkpoint resume key mismatch; unrelated failure modes." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Both touch vision preprocessing, but one is a reduce_labels bug in BeitImageProcessorFast and the other is a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging for insufficient boxes is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is unrelated to SAM3-LiteText memory overflow." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel load OOM and the other is increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to LayoutLMv2Tokenizer crashes on NER/padding inputs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel CI." + }, + { + "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:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation JSON list TypeError and Qwen3.5 rotary-kernel registration error are different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id for Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error clarity are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 model support and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed and model-loading breakage for Llama 3.2 Vision are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink-less AttributeError and stale auto_mappings references are separate problems." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM with Adafactor is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and a feature-extractor center-arg crash are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the categories > 2^24 runtime error." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in deepspeed training and num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General Transformers 5.0 custom initialization breakage is broader than the specific patchtsmixer post_init constraint." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution inference failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for trailing-slash local paths is unrelated to Qwen3 recurrent state caching." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both mention loading regressions, but they concern different versions and different root causes; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", 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"truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the paired issues share only superficial vocabulary (config, loading, generation, compilation, etc.) and do not describe the same underlying bug/change. No soft pair looks mergeable as a duplicate.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative issue is needed, issue:43761 is the clearest standalone regression report in the set; however, there is no true canonical duplicate for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the most actionable and well-scoped bug report here (explicit regression, clear symptom, concrete repro) even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API complaints, but one is about Gemma3TextConfig fields and the other about Llama4Config missing pad_token_id; different model-specific bugs." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading of packed weights is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import problems: one is pip extras not including tensorflow, the other is a missing import_utils helper for falcon mamba availability." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate single-label classification loss are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument collision and list_repo_files revision forwarding are different API bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states; the other is ModelOutput key assignment when a prior value was None. Related area, but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are unrelated model issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is not the same as attention kernel divergence under torch.compile." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "These concern different import/loading failures with different packages and backends." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics label truncation are different distributed-training bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a load-time shape mismatch while the other is an incorrect save_pretrained checkpoint; not the same code path." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config objects, but Gemma3TextConfig API discrepancies and Qwen multimodal text_config unwrapping are different issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare-except error swallowing in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 script parsing failure in DebertaV2Model and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and GPTNeoXConfig rotary_pct not persisting are different config serialization bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized model weights and loading the wrong custom module after save_pretrained are different save/load problems." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and PPDocLayoutV3 CPU/CUDA output divergence are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and unrecognized-model config errors are different failure modes." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/compiled execution, but one is inconsistent outputs from compiled forward and the other is extra recompilation from cache lazy init; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py startup failure and Qwen2 large-model TP OOM are different parallelism issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch ImportError are completely unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing availability helper in import_utils and kernels v0.15 requiring version/revision are different dependency/import problems." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and checkpoint key mismatch on resume are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a trainer _gpu_broadcast_one NoneType error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45290", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:42796|issue:45290", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:44610|issue:46369", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45632|issue:46424", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:43065|issue:44617", + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:43572|issue:46178" + ], + "prepared_review_unit_hash": "205eb56830c31c163b3eeebbca855158b7d8e03fb5b36fc8e9fa15c7b6b7a4fd", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34668, + "estimated_input_tokens": 8667, + "estimated_eval_tokens": 17590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and appears linked only by soft textual similarity, not by a shared underlying bug. None of the soft pairs are strong duplicate candidates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43295 is the broadest, most user-facing regression in the set and the closest thing to a representative ticket, but the overall cluster is still too mixed to treat as one duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must represent the cluster, 43295 is the best fit because it captures a broad Transformers v5 regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failure modes: tensor-parallel OOM vs key error on load." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated areas: CPU offload device mismatch vs checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is an API break and the other is an error-message wording issue." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Both involve tokenization, but these are different code paths and different crash conditions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Completely unrelated: model_max_length question vs missing transformers.onnx import." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both are config/regression reports, but they concern different settings and different models." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different bug classes: config API discrepancy vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both touch special-token behavior, but the affected models and failure paths are different." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging issue vs Gemma config API discrepancy; no shared underlying defect." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare-except cleanup bug vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different multimodal models and different symptoms: wrong processor size vs memory overflow." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated issues: post_init validation vs non-persistent buffer initialization." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 init breakage vs one config field not persisting on reload; not the same concrete bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Config eos_token mismatch vs quantized save/load breakage; different code paths." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is a path-collision bug and the other is a cache-length option bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs missing model_type in config.json." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage vs a Janus test failure; unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different root causes: exception handling bug vs Windows/ROCm import dependency issue." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are around video/image processing, but they are different models and different missing-data bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same model family, but dummy Conv2d and CUDA OOM are not the same underlying issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Clearly unrelated; one issue is placeholder text, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same family, but weight tying and FlashAttention failures are separate problems." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal processors and different crash scenarios; no shared code-path bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions affecting different model families and call paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Training metric gathering bug vs auxiliary-loss normalization bug; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Config field regression vs backend-mapping/import error; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 34, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46617" + ], + "soft_pairs": [ + "issue:45127|issue:45200", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:43673|issue:46421", + "issue:43827|issue:43994", + "issue:45563|issue:45584", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:41720|issue:45245", + "issue:25251|issue:27957" + ], + "prepared_review_unit_hash": "69ae843fe18398095ef7f086bab552f20776e2581f066f434755164d96c9ccbf", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issues with only one clear duplicate pair: the v5 non-persistent buffer regression reported in issue 43644 and re-reported in 44534. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43644 is the earliest, more detailed report of the non-persistent buffer junk regression; issue:44534 is a later re-report of the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest canonical issue candidate in this set because it captures the underlying v5 buffer corruption bug directly and has the clearest context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA/vocab merge collapse vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different areas: TensorBoard-only backend detection vs missing import_utils symbol." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different model-loading problems: legacy BEiT preset field vs custom-module reload picking the wrong module." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both cache-related, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated configs/models: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: janus image-generation test breakage vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a failing janus test; the other is stale auto_mappings references for removed configs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different code paths: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk regression vs GPTNeoX rotary_pct reload defaulting are different bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model with latest transformers." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different loading/serialization issues: output embedding reinit on resize vs trailing-slash local model warning." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both concern cache paths, but one is trust_remote_code leaf-name collisions and the other is FileNotFoundError loading from cache." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parse error is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video vision_position_ids regression vs Sam3-LiteText memory overflow are different problems." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is unrelated to Qwen3-Next tied-weights warning." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and router-logits/load-balancing loss are separate model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but one is missing cache state in v5 and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 bad pipeline outputs are not the same underlying issue." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning about num_return_sequences is unrelated to Whisper empty transcription failure." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression across Qwen VL variants is not the same as KV-cache continuation indexing in serve." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/processor bugs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "The buffer-junk regression is unrelated to GPTNeoX config reload behavior." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are different failures." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 import parsing on Python 3.13 are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the category-cardinality runtime error." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 are different issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being filled with junk; 44534 is just a later restatement of the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 35, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43854", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44877", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46489" + ], + "soft_pairs": [ + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:44617|issue:46369", + "issue:44464|issue:45563", + "issue:43335|issue:44190", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44462|issue:45907", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "f41fc0b8073e6f74ebfc92d0550ee40c672e3f738928734efef3a0be3cd81f83", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most pairs share only broad subsystem or vocabulary overlap, not the same concrete bug. The only soft edge that looks like a true duplicate/regression pair is the DeepSeek tokenizer pair.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 44521 is a reasonable anchor because it is open and has the strongest visible activity signal in this set, including the highest discussion count and inbound references. Its title also clearly states a concrete multimodal chat-template bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative issue by the visible metadata: it is open, has the highest discussion and inbound-reference counts in the packet, and its title is specific and concrete. I would keep the choice cautious and avoid claiming more than the metadata supports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: torch.compile/SDPA in Bamba-9B-v2 versus local dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but the titles point to different models and different bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related and in the Sam3 family, but one is CUDA OOM and the other is a memory overflow in a different model variant." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: LoRA merge/extended vocabulary collapse versus incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but the reported bugs differ: all-zero assistant masks versus wrong vision position IDs for video input." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification empty outputs and local dataset loading are different example-script problems." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI stale device override failure is not the same as stale auto_mappings references to removed configs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe DeepSeek tokenizer regressions on transformers v5+, and the newer issue reads like a gap in the earlier fix." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different features and failure modes: Qwen3OmniMoe video input versus transformers serve KV-cache continuation." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement and a bare-except tensor conversion issue are unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to gemma4 embedding resize propagation." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend when only tensorboard is installed are different dependency issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are separate bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache-path collision is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Ignoring tokenizer.json and not forwarding revision to list_repo_files are different API bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor versus AutoImageProcessor." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter dict conversion are separate validation problems." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import timing is not the same bug as unsafe sys.modules access." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are unrelated ImportErrors affecting different symbols." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limits and Whisper empty-transcription generation are unrelated runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging TensorFlow with a torch install and a generic dependency issue are too broad to be the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code and unrecognized-model config loading are different AutoConfig behaviors." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale Sam3LiteText auto-mapping references are not the same issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test failure and a Phi-4 multimodal loading problem are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Phi-4 multimodal loading are model-specific but distinct." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and an AuxRequest version-check bug are different flex_attention issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary overstates the evidence. In the packet, issue 44521 is open and has higher discussion/inbound reference counts, but nothing here supports calling it \"reproducible,\" \"central,\" or clearly the best overall representative beyond a cautious anchor choice. The DeepSeek tokenizer pair verdict looks reasonably conservative, but the issue/PR rationale should avoid unsupported strength claims. Please soften the representative-issue language to stay strictly grounded in the visible metadata and titles." + }, + "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": 36, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44186", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44734", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:43404|issue:45216", + "issue:27957|issue:35141", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:43673|issue:46424", + "issue:43479|issue:45375", + "issue:32090|issue:35141", + "issue:43531|issue:45600", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:46123|issue:46369", + "issue:44792|issue:46424", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44075|issue:44368" + ], + "prepared_review_unit_hash": "77c448af66c640899cd0eaaebddd7cbc62b37f1efdd9475ca4382b60f4bdf573", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36351, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity links are mostly superficial (same model family, same subsystem, or same broad theme) rather than the same underlying bug. I would not merge any of the suggested pairs.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45216 is the clearest standalone report in the set: a concrete regression, explicit version boundary, and a specific save_pretrained failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Best issue to keep as the representative bug report because it is specific, reproducible, and actionable; the rest of the cluster is too mixed to serve as a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve weight/config behavior, but one is about untied lm_head weights and the other about incorrect checkpoint saving; different bug and fix path." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to token embedding resize/post_init reinitialization." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to server KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Generic issue title and _torch_extract_fbank_features bug do not describe the same failure." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is a max_cache_length configuration limitation; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config classes and different missing/default field behavior." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resizing/post_init reinitialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to PPDocLayoutV3 CPU/CUDA discrepancy." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue is unrelated to loading a specific model repo." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma decoder embedding resize behavior." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image label reduction bug and pipeline docs mismatch are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model type/config import failure is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized model saving failure and FlashAttention failure for Ministral-3 are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug and ANSI escaping in loading_report are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific load failure and the other is an integration crash on s_aux=None; not the same concrete bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation is unrelated to D-FINE auxiliary loss handling." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unrecognized model config import failure." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and dependency issue are not the same bug." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch-finalization bug and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Failed janus image-generation test and cache max length behavior are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type in config and failure to unwrap text_config are different model-loading bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export and a nonexistent image_utils import are unrelated import/export problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained regression are different failure modes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue and torch 2.4.1 incompatibility are not the same underlying bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Decoder embed_tokens resize bug and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored and a tie_word_embeddings warning 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": 37, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:41950|issue:45020", + "issue:45103|issue:45372", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43653|issue:45593", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:42994|issue:43317" + ], + "prepared_review_unit_hash": "de99d3b0c9df1794246621925885b584a3b0641d97961750e16783867b8b756e", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models, pipelines, docs, and dependency/version regressions. None of the soft pairs looks like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone representative: it describes a concrete, high-impact silent regression in a widely used API path (`AutoTokenizer`) with clear model scope and symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different models and failure modes: LlamaConfig head_dim validation vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency problem is not the same as bumping `MIN_PEFT_VERSION` to an unreleased release." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated: tokenizer BPE-marker handling vs a vague \"ADD THE DATA\" report with no matching bug signature." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models: BLIP-2 dtype propagation vs Qwen3.5 save_pretrained checkpoint contents." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup bug is unrelated to remote_code model loading regressions." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different code paths and symptoms: auto_docstring annotation handling vs Gemma 4 processor loading import failure." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they are separate documentation errors for different APIs and model examples." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom model processor/tokenizer regression is not the same as Deepseek tokenizer output corruption." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import is not the same as broad import failures after a major version upgrade." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Model loading failure and incorrect save_pretrained key serialization are distinct bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor mismatch is unrelated to a Gemma4 device_map forward-time device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are different model/runtime problems." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a PEFT version pin mismatch." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and Gemma 4 text-only `mm_token_type_ids` handling are different model-training issues." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation failure is unrelated to a TensorFlow backend installation issue." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig validation on `head_dim` is different from stale `model.config.dtype` after `from_config`." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different observable errors." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3.5 loading regression and GLM-4.7-Flash unit test loading failure are separate model-specific issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The first issue is nonspecific; the second is an FP8 inference failure on B200 hardware, a distinct runtime bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config/init bugs: default multimodal sub-config handling vs missing `pad_token_id` attribute." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Incorrect `lm_head.weight` serialization and `resize_token_embeddings` not updating Gemma4 embeddings are separate save/resize behaviors." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation for multimodal chat templates is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and `init_empty_weights` argument incompatibility are entirely different problems." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json is not the same as a Mistral regex patch crash." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error do not share the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading/offload failure are different stages of the workflow." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45907", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:45081|issue:45907", + "issue:44623|issue:45397", + "issue:45542|issue:45800", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:44671|issue:44779", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:46291|issue:46399", + "issue:43901|issue:44246", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:44297|issue:45397", + "issue:44336|issue:44373", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:45103|issue:46399" + ], + "prepared_review_unit_hash": "d1a4d3e061f9dcd09a3e835617e06e90f9daf2a75cf21e09139beb462cd17765", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated import errors, tokenizer/model regressions, packaging/backend problems, docs, and performance regressions. None of the soft pairs look like the same underlying bug or change, so no merges are warranted.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but one is an Adafactor OOM and the other is double optimizer.step calls; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is an MLA layernorm epsilon precision problem; the other is about torch.split return values." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files is a serialization bug, while the other is a data-filtering slowdown regression." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo housekeeping, but one is broken auto_mappings references and the other is leftover dummy classes leaking into the namespace." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing saved processor files and Gemma4 zero3 from_pretrained failures are distinct load/save issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend error and a torch/transformers incompatibility are separate packaging/runtime problems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in a torch install and Python version compatibility are not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device_map='auto' device mismatch are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and SigLIP2 wrong outputs are different kinds of issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM regression and Deepseek tokenizer regression affect different components and models." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are distinct attention-stack bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states=None are unrelated regressions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are different model/loading problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failed are not the same failure mode." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is a version/revision requirement error and the other is a missing decorator causing registration failure." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs mismatch and intermittent import latency are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and Python 3.9/3.10 support are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config and missing fields with trust_remote_code stem from different config-loading paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence under torch.compile and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different bugs in different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained and Gemma4 zero3 from_pretrained failure are separate save/load issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report and a wrong docstring are not the same kind of problem." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and TensorBoard-without-TF backend errors are unrelated environment issues." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version compatibility are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and unrecognized model/config parsing failures are different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning do not share the same underlying code path." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crashes with future annotations, while the other issue is about kernel registration decorators." + }, + { + "left": "issue:44261", + "right": "issue:44361", + "accept": false, + "reason": "MLA layernorm epsilon precision and MLukeTokenizer task failures are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45823", + "accept": false, + "reason": "Float8 storage backend lookup and Gemma4 device mismatch are different failure modes." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:41950|issue:44220", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:44336|issue:46424", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:43901|issue:45003", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:43257|issue:45137", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:44496|issue:45003", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "27ae2c1b5391e23ceec70911518b1c2926edb0f4383dea79c4e6c7f977638735", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated import, model-loading, cache, and model-specific regressions. I did not find any soft pair that clearly describes the same underlying bug/change closely enough to merge as duplicates. The most broadly representative issue here is the core runtime bug around `modeling_utils` / import behavior (#45003), but it is still not a duplicate of the other reports.", + "confidence": 0.78, + "canonical_issue_reason": "#45003 is the broadest core-runtime bug in the set: it affects shared `modeling_utils` behavior and import/runtime safety rather than a single model family or edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "#45003 is the best umbrella representative because it is a central library-level regression with wider blast radius than the model-specific or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different model heads and loss paths; one is router-logit load balancing, the other is D-FINE auxiliary losses under denoising." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is LoRA/accelerate+deepspeed compatibility and the other is multimodal model loading on v5; not the same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Unrelated failures: a `position_ids` buffer read error versus Gemma-4 ZeRO3 `from_pretrained` loading." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different Qwen issues: sliding-window behavior in Qwen3-MoE versus a chat crash in Qwen3.5-35B." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image-label reduction bug is unrelated to the core `sys.modules` access issue." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown and Gemma eos-token configuration are unrelated bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling in loading reports is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different preprocessing paths: video-classification processor selection versus audio feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA output mismatch." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and different packages." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI formatting and cache-length handling are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2.5 VL image processor versus `HybridCache`." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and `AttentionInterface.register` behavior changes are separate bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and embedding resize propagation are different code paths." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing crash is not the same as `max_cache_length` only applying to quantized cache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core module access bug is unrelated to the pytest-xdist captured-info race." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both touch Qwen3.5 MoE internals, but CPU-offload incompatibility and missing registration decorator are distinct failures." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different import/model failures: missing Qwen2.5 VL processor versus DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for text classification is unrelated to `sys.modules` access in modeling utilities." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision output attribute error and SAM3 LiteText memory overflow are different bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different loss implementations and different trigger conditions; not the same underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and a ZeRO3 deque index error are separate failures." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer-read error is not the same as a performance regression after upgrading Transformers." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of `is_torch_fx_available` affect different paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe `sys.modules` access are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic flash-attention topic." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 `mm_token_type_ids` defaulting are different model-specific issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing strict field and the other is `text_config` unwrapping; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import-time slowness." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Repeated pair: same conclusion; these are distinct model/runtime 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": 40, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44561", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399", + "issue:46421", + "issue:46431", + "issue:46506" + ], + "soft_pairs": [ + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:44038|issue:46506", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:45412|issue:46123", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:43931|issue:44368", + "issue:45685|issue:46431", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:43065|issue:46123" + ], + "prepared_review_unit_hash": "23edbce633d193e0b4cf4bb83f13b4388f3fd8f285b930557658d00375e87c7b", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36068, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model, tokenizer, config, cache, or runtime regressions that only share broad Transformers vocabulary. I found no soft pair that looks like the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella candidate among the set (generic tokenization/version-regression report) and has the strongest cross-reference signal, though the cluster overall is still weakly related.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best representative issue by breadth and reference activity, even though it does not truly unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config validation, but they target different models and different missing fields, so they are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "One is about resizing token embeddings; the other is Whisper generation after special-token alignment. Different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated models and failures: Qwen3-VL-Moe loading/version bug versus CPU/CUDA numerical divergence in PPDocLayoutV3." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings behavior is not the same as a general tokenization-version regression." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Different breakages: removed torch-fx helper affecting trust_remote_code versus Qwen3.5 kernel registration error." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and missing Sam3LiteText auto-mapping entries are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embedding weights, but one is serialization/tied-weights behavior and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on model deletion is unrelated to partial-batch pipeline result dropping." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer/model-loading failure and protobuf-error masking are different tokenizer issues with different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import problem." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but they affect different model families and distinct attributes/validation failures." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warnings and patchtsmixer post_init gating are separate model/config issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash is not the same as missing mm_token_type_ids defaults." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed from_pretrained loading and an optimizer step-count bug are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for tokenizers is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa and flash_attention AttributeError on s_aux=None are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation and a model-type mismatch warning are not the same underlying issue." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm import failures do not share a code path." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning in paged generate are different warnings with different causes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a prior issue and a Gemma pipeline roundtrip failure are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-embedding warnings are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram not implemented for Int and missing chat template on a processor are unrelated API failures." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip behavior." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is a server/API regression, not a Gemma pipeline tokenization issue." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate configuration/runtime bugs." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows/ROCm distributed import issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy-conv SAM3 issue and MaskGenerationPipeline partial-batch dropping 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": 41, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44749|issue:45310", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:44964|issue:45137", + "issue:43784|issue:46399", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:42673|issue:43704", + "issue:45081|issue:45103" + ], + "prepared_review_unit_hash": "fce9a82c178021637fbeffabfbc172b3f89b588202e285f13186be01ef3ee042", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous, with two clear duplicate pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The Qwen3.5 Vision config report issue:45375 is related to the same model family but does not have enough grounded evidence to be treated as a duplicate of the from_pretrained errors.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the cleanest canonical issue anchor because it has an exact duplicate in the set (issue:43704) with the same title and symptom, making the duplicate relationship unambiguous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall in the Qwen3.5 MoE subgroup because it has an exact-title duplicate in issue:45478, making it a very clear duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained regressions, but one is tokenizer metadata and the other is processor file output; different code paths and failure modes." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs a performance slowdown during filtering after upgrade; not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and DeepSpeed optimizer double-step are unrelated symptoms in different parts of the stack." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is a config-loading issue; ESM2 being broken is a separate model regression." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Filtering slowdown is unrelated to Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor files on save_pretrained is unrelated to optimizer stepping twice under DeepSpeed." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is a sync_gpus kwargs update bug and the other is missing cache during chunked prefill; not the same code-path problem." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder missing attribute vs AutoConfig missing fields with trust_remote_code are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a specific gemma-4 zero3 from_pretrained issue are not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement character is distinct from Kimi tokenizer codec regression." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found ImportError for AutoModel is unrelated to Sentence Transformers getting stuck loading." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe / transformers 5 bug and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 video attribute error and Qwen2.5-VL vision_position_ids wrong are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility do not share the same underlying bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "They are in the same Qwen3.5 MoE area, but the packet only shows a specific missing config field versus a generic from_pretrained error; not enough evidence for a true duplicate." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they refer to different missing symbols and different import locations; not clearly the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "These are related by model family, but one is a generic from_pretrained error and the other is a specific missing config field; not enough to treat as the same bug with confidence." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque pop are separate issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary kernel registration error are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained v5 loading issue and continue_final_message on mistral_common are distinct tokenizer problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure on \u2581 are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and attention kernel divergence under torch.compile are unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline parallelism output correctness are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing HybridCache import are separate export/import regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect output under pipeline parallelism is unrelated to Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are exact-title duplicates describing the same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring kwargs crash are different AttributeError failures in unrelated utilities." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are exact-title duplicates for the same Qwen3.5 MoE from_pretrained error, so they are the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the response is mostly conservative, but it overstates one soft-edge pair. `issue:45375` and `issue:45478` do not have enough evidence in the packet to be treated as the same bug; their titles are different, and the rationale relies on a plausible linkage rather than a grounded duplicate match. Also, the exact duplicate pair in this area appears to be `issue:45310` and `issue:45478`, which was not selected. The rest of the summary looks reasonable, but this accepted pair is not precise 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": 42, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43278|issue:45137", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:42175|issue:45712", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:46077|issue:46123", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "6a2ee937cfb58ce807d73b560c74d6f89ad50154f46b5589d11a8d65165edb24", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "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, multimodal/model-loading bugs, training/runtime failures, and a couple of docs/tests issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest standalone report: it has an explicit affected version range, a concrete Qwen3.5-MoE from_pretrained failure, and a clear repro path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Both are loading/import failures, but one is quantized model saving and the other is a missing Qwen2.5-VL symbol; different code paths and symptoms." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8, but one is save_pretrained for FP8 moe and the other is a from_pretrained load error; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen/MoE-related, but they target different model variants and different failures (general v5/Qwen3-VL-Moe versus Qwen3.5-MoE load error)." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different missing exports (GenerationMixin vs AutoImageProcessor) and likely separate fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an FP8 accuracy regression and the other is an FP8 save_pretrained failure; same broad area, but not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation KV-cache continuation and a Janus image-generation test failure are different generation paths with different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Mixed precision dtype drift in evaluation is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "A missing TensorFlow backend under torch extras is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and an xdist file race are unrelated; one is model loading, the other is test infrastructure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Optional dependency packaging vs dummy class cleanup/leakage are different maintenance problems, not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field preset loading for Beit is unrelated to a pytest-xdist capture race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a parallel test race on a temp file; the other is stale auto_mappings references breaking CI. Different issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing import are distinct failure classes." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Training-job MLflow reporting and a deepspeed/adafactor OOM are unrelated runtime issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading hangs and token-embedding resizing/reinit are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal mask construction for Gemma4 and final-partial-batch handling in MaskGenerationPipeline are different pipeline bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean-up spacing behavior and the other is add_special_tokens/BOS-EOS insertion; separate code paths." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and missing load-balancing loss with output_router_logits=False are different model behaviors." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a serialization bug, while 45310 is a model load/config error." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization and Whisper timestamp decoding crashes are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose model files and Gemma4 mm_token_type_ids defaults are separate multimodal/model-loading problems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "A config-defaulting bug and a ModelOutput key assignment bug do not share the same underlying code path." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch-count support in one image processor and meta-init incompatibility for old InternVL2 checkpoints are different multimodal compatibility issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a docstring parameter-name mismatch are both documentation problems but not the same defect." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about cleanup_spaces and the other is incorrect token IDs for Granite models; different failures." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but one is a missing nn name during sentence-transformers import and the other is a missing Qwen VL class; separate breakages." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "A general AutoTokenizer.from_pretrained loading issue is not the same as add_special_tokens failing to add BOS/EOS for one tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer cleanup behavior and DeepSeek tokenizer output correctness are both tokenizer-related, but they concern different regressions and different models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing and auto_docstring annotation handling are entirely different subsystems." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to a documentation typo in set_training()." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43295", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46431" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:44297|issue:45656", + "issue:22355|issue:28282", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:45381|issue:46305", + "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44206|issue:45103", + "issue:46209|issue:46431" + ], + "prepared_review_unit_hash": "10bf110f4cc499b5c63fcb108e937b9058e373bebb88ad507584af2132440764", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive similarity bucket: the issues span unrelated import failures, tokenizer regressions, model/config bugs, save/load behavior, and training/runtime problems. None of the soft edges look like true duplicates, and there is no clear canonical artifact for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue emerges because the cluster is not cohesive; it groups unrelated bugs across different subsystems and versions.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue:42898 is the broadest user-facing regression about tokenizer behavior in v5, but it still does not subsume the other reports and should not be treated as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: buffer registration/readback vs deepspeed optimizer stepping." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is `clean_up_tokenization_spaces` while the other is Kimi codec/BPE handling." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup regression and processor/tokenizer image-handling regression are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model issue vs MLflow reporting on failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting vs model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning problem vs cleanup of dummy PT classes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3.5 MoE related, but tied-weights warning and missing `_tp_plan` are separate bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import export issue from `image_utils` vs leftover dummy-class cleanup." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained problem and tokenizer_class metadata mismatch are unrelated save/load bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting issue vs Trainer `compute_loss` signature mismatch." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting vs embedding reinitialization during resize are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata mismatch vs deepspeed optimizer double-step." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing `transformers.onnx` and the other is missing PyTorch." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor save_pretrained missing files." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different model/config initialization bug vs non-persistent buffer serialization bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file saving." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different regressions: Pegasus output drift vs AttentionInterface.register behavior change." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs AutoTokenizer.from_pretrained import/load failure." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 output attribute error vs Moonshine streaming mask off-by-one." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules/packages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different config issues." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs streaming window mask off-by-one." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for `position_ids` vs RoPE implementation discussion." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Torch.split indexing issue vs remote-code meta-initialization incompatibility." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs question about `max_shard_size` default." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading regression vs Qwen3.5 flash-attention generation problem." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions vs FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported `center` arg crash vs auto_docstring crash with future annotations." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure vs missing chat-template error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 44, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43232|issue:46424", + "issue:44734|issue:46421", + "issue:44190|issue:46082", + "issue:44295|issue:44623", + "issue:43232|issue:45834", + "issue:44263|issue:44360", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44829|issue:46002", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:22355|issue:27957", + "issue:43479|issue:44913", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:44368|issue:46305" + ], + "prepared_review_unit_hash": "5baf99ccf6c13439d4945b78ea494f0b2b8d0fa9b02870f173af3e3d531ec2f1", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35266, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of mostly unrelated Transformers issues rather than one duplicate cluster. The only plausible representative issue is the broad v5 import-regression report; all soft pairs appear to be distinct bugs or feature problems.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, describing multiple import errors after upgrading from 4.57.0 to 5.5.0, so it is the most representative issue if a single canonical item is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it captures a wide, user-facing regression pattern instead of a narrow model- or API-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Different cache/generation bugs: one is about `_update_model_kwargs_for_generation` after `sync_gpus`, the other about `max_cache_length` only applying to Quantized Cache." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but one is a KV-cache continuation crash in `transformers serve` and the other is lazy cache init causing recompilation with chunked prefill." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated areas: local dataset loading in an example script vs LlamaConfig rejecting explicit `head_dim`." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different symptoms and code paths: reading `position_ids` after buffer registration vs processor save missing files." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation-kwargs bug vs Kosmos2.5 OCR long-input index error; no shared underlying defect." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA subsystem, but one is about `torch.split()` outputs and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading/import issue vs EOS-token config inconsistency; distinct failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal checkpoint issues, but one is remote-code/meta-init incompatibility and the other is incorrect visual encoder keys on save; different concrete bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs a `SequenceFeatureExtractor.pad` performance regression; not duplicate." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/config issue in MLA layer norm vs old InternVL2 meta-init incompatibility; unrelated causes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different models and behaviors: sentence-transformers loading hang vs SigLIP2 zero probabilities." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk initialization vs an off-by-one streaming mask bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load after quantization, but they target different quantization mechanisms and model families; not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy degradation vs Qwen3.5 Moe `from_pretrained` error; different problem classes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime indexing/splitting bug vs a docstring issue; clearly not duplicates." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 causing degenerate training is different from NaNs in classification heads after checkpoint/init." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is `/v1/chat/completions` request rejection, the other is `Gemma4Processor` missing `_tokenizer`; different failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are about specific model regressions, but one is FineGrainedFP8 accuracy and the other is Qwen3-VL-Moe load/support issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export paths; not enough to treat as the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "`transformers.onnx` import failure and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config defaulting on init vs config value silently reverting on reload; different code paths and models." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type mismatch warning vs Sam3Model text encoder weights not loading; separate issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a missing `huggingface_hub` symbol, the other is broad Transformers import breakage after upgrade; similar surface, different root cause." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset-mapping bug vs `add_special_tokens=True` not adding BOS/EOS; different tokenizer behavior." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 model support vs a loading hang in sentence-transformers; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A warning about `tie_word_embeddings` is unrelated to the MoonshineStreaming sliding-window off-by-one bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3_5 looping on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer extra-space behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:42886|issue:43066", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:44188|issue:44373", + "issue:42886|issue:42994", + "issue:42796|issue:43122", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:44261|issue:44373", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:42907|issue:44964", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "bb0f6a4e4a3fda34595717c113c5e42cb222016e89dd153a9a2b8ecafa6916a8", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36195, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated transformer issues that were grouped by superficial text similarity. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of 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:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading failure vs wrong decoder type in Transformers v5; different code paths and symptoms." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning during load vs memory overflow in sam3-litetext; distinct bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs D-FINE auxiliary-loss behavior; unrelated generation vs training logic." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs a docstring issue; not the same problem." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading bug vs quantized model saving failure; unrelated areas." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Specific BPE-marker handling bug in Ministral tokenizer vs broad tokenization change across versions; not clearly the same defect." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI command vs NameError importing sentence-transformers; different surfaces and failure modes." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression vs NaNs in classification heads; separate issues." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile with SDPA failure vs AttentionInterface.register changing callback behavior; different mechanisms." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue vs wrong docstring for position_ids; not duplicates." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings/API discussion vs torch.split return handling in GlmMoeDsaIndexer; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer fails vs tokenizer_class mismatch on save_pretrained; different tokenizer/model serialization bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models vs incorrect outputs under pipeline parallelism; separate code paths." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not passing kwargs to cached_file; distinct preprocessing issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "SentenceTransformers loading hang vs MacOS bus error on CLIP model; not the same failure." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch vs Qwen3-Next tied-weights warning; different model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single missing AutoImageProcessor import vs many import errors after version upgrade; broader but not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer vs failure to load a specific model; different tokenizer vs model-loading issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression vs incorrect outputs with pipeline parallelism; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs broken auto_mappings references to removed configs; different breakages." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized/dequantized save issue vs inability to load Phi-4-multimodal-instruct; different functionality." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure vs invalid GenerationConfig for GLM-5; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation issue; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs propagation vs chat template crash with tool-call messages; separate code paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs assistant_masks all-zero for multimodal chat templates; different tokenizer/template bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs flash_attention_3 causing degenerate training; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenization differences across versions vs continue_final_message bug for mistral_common tokenizers; different behaviors." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization output change vs multimodal assistant mask bug; not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class metadata mismatch on save; distinct issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification script returns empty results vs missing mm_token_type_ids default; different symptoms and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:43408|issue:43475", + "issue:39401|issue:46614", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:22355|issue:29159", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44355|issue:46231", + "issue:43992|issue:44704", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "ce0b2a814490afba916c90eb9480081f61c717964a5d3533cdb62c8e39107831", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35972, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: most pairs are only loosely related by subsystem or version, but they describe different concrete bugs, model families, or failure modes. A few tokenizer/import regressions look superficially similar, yet not close enough to merge as the same underlying issue.", + "confidence": 0.7, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set, so it is the best umbrella-style issue among the loosely related candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone representative of the tokenizer-regression subset because it has the clearest concrete symptom and some inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video-area issues, but one is a model-type warning and the other is a missing attribute error; different concrete bugs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and different failure modes: offset mapping regression vs phonemizer backend state leak." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained/load issue vs a buffer read/position_ids bug; not the same code-path." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and loading gguf via auto classes are distinct problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a load/regression issue and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 area, but save_pretrained corruption and from_pretrained loading errors are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols; no evidence of one shared underlying breakage." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Completely different subsystems: ONNX import failure vs tokenizer slow/fast inconsistency." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is broad version-to-version inconsistency and the other is Deepseek-specific incorrect output; not clearly the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; too broad to treat as the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and example-script multi-label classification are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging/install issue vs Python 3.14 loading failure; different root causes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different symptoms: implementation discrepancy vs image-triggered infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared underlying bug; ONNX import failure and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5-related, but generation config validation and RoPE implementation are distinct issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding inefficiency." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer behaviors: clean_up_tokenization_spaces change vs stale phonemizer language backend." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad post-upgrade import breakage report, while the first is one specific missing import; not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but one is decoder-type selection and the other is incorrect tokenization output; not enough to unify." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix and NaNs in classification heads are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support issue vs a PyTorch version check bug; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation for Qwen3.5 is unrelated to NaNs after checkout/init." + }, + { + "left": "issue:44704", + "right": "issue:44938", + "accept": false, + "reason": "Missing kwargs passthrough to cached_file is unrelated to Python 3.14 load failures." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different from_pretrained loading problems affecting different call sites and data paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but they target different model variants and different load-time failures." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "No shared bug: one is package compatibility with Python versions, the other is an import-version check." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Configuration propagation for Qwen3.5 is unrelated to classification-head NaNs." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46328", + "issue:46512", + "issue:46614" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:42222|issue:43441", + "issue:45083|issue:45446", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:43827|issue:45446", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:45356|issue:46614", + "issue:44117|issue:45588", + "issue:45071|issue:46614", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:42673|issue:43906", + "issue:39401|issue:44779", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:42617|issue:45341" + ], + "prepared_review_unit_hash": "0fa1c3df21e3a3ab0833c9083f042a33267068758fd23b24e32619ffae2ff4c0", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a coherent duplicate cluster: the items span unrelated tokenizer regressions, training/runtime bugs, import errors, docs issues, and model-specific failures. No soft pair looks like the same underlying bug or change, so there is no clear canonical artifact.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is canonical because the set is heterogeneous and the soft-similarity links connect unrelated problems rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue stands out as a cluster representative; the items do not converge on one underlying bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: SGD optimizer args vs trainer.train()/evaluate() lifecycle. Same training area, but not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained visual encoder keys and the other is from_pretrained loading failure; different code paths and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failure are unrelated model-specific bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper and AuxRequest import version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label output bug vs pipeline() translation error messaging; different functionality." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and tokenizer BPE marker handling are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer state bug and chunked_prefill cache issue are different generation/training paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error and stale warning about num_return_sequences are different generation issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but GPT2 scaling under SDPA/FlashAttention is not the same as Gemma4 bidirectional mask construction." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer problems." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression and Wav2Vec2 phonemizer stale language state are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping lookup and flash_attention.py sink-less-model crash are unrelated import/runtime bugs." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type-checking break and phonemizer backend state bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and feature extractor pad performance are different subsystems and bug types." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights unexpected argument and PretrainedConfig type checking are separate v5 compatibility regressions." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer failure modes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs in classification heads are unrelated model-state bugs." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing torchvision crash are different video-processing issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum version bump and AuxRequest PyTorch version check are unrelated dependency/version problems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug and xdist race on captured_info.txt are different test-infrastructure issues." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig typing break and stale config.dtype after from_config are distinct config-related regressions." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained checkpoint corruption are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; no shared underlying bug is evident." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and _patch_mistral_regex AttributeError are unrelated tokenizer-loading bugs." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and unsupported tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug do not share 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": 1, + "component_count": 21, + "review_unit_index": 48, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43408", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617" + ], + "soft_pairs": [ + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:44484|issue:45310", + "issue:42371|issue:46617", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44483|issue:45464" + ], + "prepared_review_unit_hash": "40baa83e3fd25f18358c242602795554fe2c10f6e09bc3c2fcfaf5fe4e11a633", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35435, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with several unrelated model-loading/import/regression reports. Only one soft pair looks like a plausible duplicate: the tokenizer regression across v4.57.3/v5.0.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set, capturing upgrade-driven import/API breakage better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the strongest global anchor for this cluster because it is the most general user-facing regression report among the mostly narrow issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different problems: tokenizer behavior regression versus a noisy logging message." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated symptoms and code paths: SAM3 tracker/model-type warning versus MobileLLM key error." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems: chat inference crash versus feature-extractor padding performance." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 backend warning is unrelated to MLA layernorm precision/config handling." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning and VRAM leakage in Qwen3ForCausalLM are separate issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "One is about save_pretrained shard size; the other is a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 warning is unrelated to trust_remote_code cache file resolution." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is not the same as an unrecognized model/config.json error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing internal import and fbank feature extraction are unrelated code paths." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific missing symbol while the other is a broad upgrade regression; not clearly the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained errors are different model-loading failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer arguments being ignored is different from optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and TF backend installation issues are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe a tokenizer regression across the 4.57.3/5.0 boundary; the decoder-type issue plausibly explains the observed tokenization difference." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and broken vitpose model loading are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in one GLM component is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch compile precision warning is not the same as Blip2 dtype remaining float32 after loading." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache loss and a testing_utils bug are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting on a processor is different from an MLA layernorm epsilon precision bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are separate API breakages." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and missing TensorFlow backend are unrelated packaging/config problems." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-specific loading errors." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support questions for different models are not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/deepseek code paths and symptoms; not the same underlying issue." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "One is a chat/completions API compatibility failure, the other is a streaming inference issue on a specific Qwen3.5 model." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45278 is a reasonable umbrella issue for broad import/API regressions, and the only soft pair the analyst marked true (43066/43122) is the clearest plausible duplicate. The remaining false verdicts are conservative and do not overstate linkage beyond the evidence available from titles/body metadata." + }, + "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": 49, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "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:44704", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44987", + "issue:45003", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43531|issue:45341", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44936|issue:46365", + "issue:44704|issue:45103" + ], + "prepared_review_unit_hash": "c4a0b8a2b530bb9b6be21c5f6efd258240c7bc74859b5854b0f6e4143c9ef53e", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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": "These issues are mostly unrelated across different models, loaders, and utilities; none of the soft pairs looks like the same underlying bug/change. The clearest representative issue is the local_files_only regression.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43502 is the most precise, broadly useful, and clearly reproducible bug report in the set: it describes an unintended network/API call despite local_files_only=True.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is a strong global representative because it is concrete, user-facing, and has a single well-scoped fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs in different DeepSeek/DSA code paths; one is about a missing ReLU in an indexer, the other about tensor dtype/transpose behavior." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: shard-size documentation/behavior question versus a Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they affect different models and symptoms; not the same concrete defect." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one is a shape-mismatch load error and the other is a Qwen3-VL-Moe bug in a different code path." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different breakages: a removed config API versus gguf_file handling in AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Separate utilities and separate symptoms; no shared underlying change or code path." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor import crash versus a testing_utils bug; unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failures: infinite generation loop versus memory overflow." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import/export problem in image_utils versus a documentation mismatch for set_training(); not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM issues: missing image-patch method versus torch.split return handling." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/config epsilon complaint versus RoPE implementation discussion; not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is a different failure mode from the physical-intelligence/fast loading regression." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation, but one is cache handling in chunked_prefill and the other is pipeline batching/is_last logic." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the testing_utils issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Completely unrelated domains: processor import dependency versus save_pretrained shard sizing." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but they describe different model versions and different implementation mismatches." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training problems: optimizer state corruption under FSDP2/PEFT versus Liger Kernel not applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; not the same underlying change." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/dependency failures involving different optional packages and model processors." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed API warning versus a flash_attention runtime crash on sink-less models; distinct code paths." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A config/API removal issue is not the same as quantized model save/load corruption." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen variants and different missing fields/projections; not a single bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-family issues, but one concerns VL-Moe loading and the other missing layer projections in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they concern different exported names and different modules." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test seeded incorrectly is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument collision is a different bug from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different loading bugs: unwanted network access versus a missing embed_tokens.weight mapping." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Distinct regressions: removed tie_embeddings API versus quantization offloading behavior." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() after train() is not the same issue as failing to import Trainer due to datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different failures in different subsystems: kwargs forwarding in AutoProcessor versus auto_docstring parsing with future annotations." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "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:44016", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:45698|issue:46172" + ], + "prepared_review_unit_hash": "be0f02903f481ffede3a4f6906cb4cb0b40543c9ad90f83d4bb716cbfc0c6cad", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37412, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug or change; the similarities are mostly broad thematic overlap (imports, save_pretrained, compile/backends) rather than a shared concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45698 is the strongest representative: it describes a concrete, user-facing bug with broad impact, active discussion, and a clear save/load failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 stands out globally because it is specific, plausibly high-impact, and has the most discussion around an actionable regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different code paths: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization causing recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failures: AutoProcessor/video-model import crash without torchvision vs tokenizer mapping returning None in from_pretrained." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated import/backend problems: Python 3.14 load failure vs invalid tensorflow_text backend mapping." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "One is a runtime import crash for video models; the other is a notebook syntax error." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model/runtime issues: xLSTM training bugs vs Bamba compile failure with SDPA." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model save failure and the other is pipeline save_pretrained support." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite looping on a specific image." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same bug as Bamba SDPA compilation failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different problems: wrong pipeline error message vs inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings and triggers: bfloat16 compile precision warning vs tie_word_embeddings warning during Qwen fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight loading mismatch is unrelated to the 50GB max_shard_size default question." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/check_repo issue is unrelated to a noisy logging message." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The second is only a reproduction of another issue and does not match the tokenizer decoder bug described in 43066." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support warning for Nemotron is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API and noisy logging are unrelated changes." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support bug is unrelated to a Python-version compatibility problem." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek tensor operation bug are different issues." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Trainer import issues caused by datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored and AttentionInterface.register changing function behavior are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation has nothing to do with importing Trainer." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE, but one is save_pretrained for FP8 and the other is a from_pretrained error in Qwen3.5." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and degenerate zero loss in sequence classification are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon allocator TypeError." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling under backend changes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging mismatch is not the same as a Trainer import failure tied to datasets." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch warning on bfloat16 compilation is different from compiled flex_attention failure on torch>=2.9." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path trailing-slash import warning is unrelated to a bfloat16 precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages: huggingface_hub symbol vs model class export." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and noisy logging are not the same underlying problem." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and Qwen2_5_VLProcessor batched padding crash are different API paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils import and local_files_only still making API calls are unrelated." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong module restored after save_pretrained is unrelated to a tensor dtype/transpose 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": 51, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42898", + "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:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:42898|issue:43066", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43352|issue:45593", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "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:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561" + ], + "prepared_review_unit_hash": "cdc4a6b6052f163404a4aae6364047bec8b3999b641c61bf415c663c87f20aad", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37497, + "estimated_input_tokens": 9375, + "estimated_eval_tokens": 19006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct regressions, import errors, model-configuration bugs, or test issues across different subsystems. I found no strong duplicate pair that should be merged, so the safest triage is to keep them separate and use only a loose umbrella representative if needed.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue exists because the items span unrelated bugs and APIs; there is no single underlying defect shared across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the least bad cluster label, but it is not a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL/MoE, but one is a loading regression and the other is fp8 inference support; different concrete problems." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention-related regressions, but they affect different models and code paths (CLIP output fields vs GPT-2 attention scaling/backends)." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same CLIP family, but one is missing attentions and the other missing hidden_states; too little evidence that this is one shared bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failure modes: Qwen3VL MoE loading regression vs a generic state_dict ordering load error." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline.save_pretrained; different paths and symptoms." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both hit chat-related APIs, but one is /v1/chat/completions request validation and the other is apply_chat_template tokenization with tool-call messages." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE is the shared theme, but these are different models and different implementation concerns." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but on unrelated configs/outputs and unrelated models." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a docs/behavior mismatch and the other is a decoder type regression." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "No overlap beyond generic transformers usage; one is Qwen3.5 label propagation, the other is an import conflict with datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize behavior and the other is attention mask construction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different dependencies and different missing symbols." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "One is Flash Attention 2 support for Nemotron, the other is GLM-5 GenerationConfig validation; unrelated bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different areas: model loading with base_model_prefix vs saving Pipeline objects." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for text classification pipeline vs Pipeline.save_pretrained failure are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different attribute/config bugs on different models; no shared code path is evident." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "One is a load error tied to state_dict ordering, the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated models and behaviors: Flash Attention support vs auxiliary-loss handling in D-FINE." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python version compatibility, but the reported failures and affected versions are different." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Same Gemma4/Qwen3.5-era timeframe is not enough; these are different configuration fields and different failures." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both touch Llama/Gemma-style config validation, but the actual problems are unrelated (masking vs head_dim validation)." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression and Qwen3.5 checkpoint saving regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different model families and different missing config propagation bugs." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained issues, but on different models and likely different load-time causes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and a Trainer import conflict are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a no_grad decoration request for cache updates; the other is a broad import-error report." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python/runtime import failures, but one is about compiled Python files and the other is a torch.jit script parsing issue on 3.13." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-compatibility reports, but they target different Python/Transformers combinations and different breakages." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-order error vs missing config field dropped by strict parsing; different underlying defect." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic load error and Gemma pipeline roundtrip failure are not the same problem." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A missing Gemma3 config field and distributed optimizer-state corruption are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are testing-related, but one is missing set_seed in a model test and the other is an xdist race on a captured-info file." + } + ] + }, + "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": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "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:44734", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43874|issue:46617", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "0022cb336a89eccec3be90e277418df615a9519521f1a7de11721a1721dfc253", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37135, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regressions or model-specific loading bugs. The only clear duplicate pair is the import-performance complaint about `transformers` startup/import time.", + "confidence": 0.63, + "canonical_issue_reason": "`issue:44246` is the broad user-facing report of slow `transformers` import; `issue:41669` looks like a narrower root-cause/fix proposal for the same slowdown.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44246` is the best global issue candidate because it captures the shared symptom at the highest level and can absorb the more specific import-performance report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different problems: cache/layer `update()` no-grad semantics vs a vague broad complaint about many broken models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying bug: `transformers` import is slow; one issue points to `import *` overhead as the likely cause." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a load-time OOM for a specific model." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load failure from sorted `state_dict` keys is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Generation cache update behavior is unrelated to Python version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are `from_pretrained` problems, but they affect different models and different missing/misparsed weights." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different subsystems: CLIP attentions regression vs `patchtsmixer` post-init policy." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP class structure inconsistency are distinct issues." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "A CLIP output field regression is unrelated to an AMP/CUDA crash in `LwDetrImageLoss`." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation placement and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky test seeding and a model-loading failure are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but the root causes differ: missing seeds vs stale device override behavior." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky integration test is unrelated to stale auto-mapping references breaking CI." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-mode network requests and `AddedToken` argument duplication are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility overlap only broadly on model loading, not the same concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Multimodal token counting failure and cache `FileNotFoundError` are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth is a different problem from reload compatibility after upgrading versions." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` behavior and missing tensor-parallel plan are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Server KV-cache indexing crash is unrelated to loading a trust-remote-code model from cache." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No-grad cache updates and a dummy `Conv2d` in SAM3 are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` command and changed `AttentionInterface.register` semantics are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leak is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing exported class and cache load `FileNotFoundError` are different import/load failures." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing `_tp_plan` and a general `from_pretrained` error for Qwen3.5 MoE are related only by model family, not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are not the same as a slowdown when filtering data after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely separate export problems." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan support and a missing vision-config field are different configuration issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Generation kwarg syncing after `sync_gpus` is a different bug from cache/layer no-grad updates." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 `save_pretrained` are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A real offline-mode bug is not the same as the unrelated/nonspecific `racoon` issue." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading and confusing documentation are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft-edge pair is the import-slowdown duplicate (41669 \u2194 44246), and the other rejections are conservative given the packet text. The summary stays within the evidence and does not overstate any of the non-duplicate matches." + }, + "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": 53, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "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:45753", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617" + ], + "soft_pairs": [ + "issue:43827|issue:44961", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45753", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556" + ], + "prepared_review_unit_hash": "486b83a0ee9efed763e758818c976b24fdb6158c902a33aa9e6eb7a3a9378f5a", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes unrelated import errors, model-loading regressions, docs issues, and training/runtime bugs. The soft pairs are mostly superficial similarities around v5, model names, or the word \"loading\" rather than the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45850 is the closest umbrella-style issue because it broadly captures the recurring \"v5 breaks many models\" theme, but it is still too generic to be a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most representative single issue in this mixed cluster: it is broad enough to cover several of the v5-regression style complaints, while the other issues are mostly narrow and unrelated to each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after v5 removals is unrelated to the unrelated \"racoon\" issue." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading regressions, but one is Qwen3VL MoE model loading and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after failed jobs and tensor parallel training are different subsystems and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file loading errors are unrelated to PreTrainedConfig type-checking regressions." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file import errors are not the same as pipeline save_pretrained serialization issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different concrete failures." + }, + { + "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": "Importing is_offline_mode from huggingface_hub and the transformers env CLI are different breakages." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PreTrainedConfig type-checking are unrelated issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env breakage is not the same as missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder issue \"racoon\" has no clear relation to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading paths." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder \"racoon\" issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken transformers env command and Python 3.14 load failure are distinct environment/runtime problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is about kwargs propagation and the other about attention-interface usage; related area but not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are different symbol export regressions." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error and trust_remote_code cache loading failure are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel not applied in model_init and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash is a specific model failure, while 45850 is only a vague broad complaint." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked_prefill and a typo in cache strategies are not the same defect." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is too specific to match the generic \"Bug report\" issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and undefined tf backend from tensorboard-only installs are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe loading breakage and missing _tp_plan for tensor parallelism are different concrete issues." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box hallucination/error and infinite loop on a specific image are different failure modes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading bugs are unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues are unrelated to PreTrainedConfig type-checking." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload failures after upgrading to v5 are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "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:44230", + "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:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:46018|issue:46172", + "issue:31795|issue:34689" + ], + "prepared_review_unit_hash": "d8039825b29701d53b84908a4b15b90d8e77b33188c27f1ef4652cbc84d80d63", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39065, + "estimated_input_tokens": 9767, + "estimated_eval_tokens": 19790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of Transformers v5 regressions, import/lazy-loading issues, and unrelated model-specific bugs. I do not see any PRs, and the soft pairs are generally not true duplicates; they mostly share broad subsystem or version-regression themes rather than the same concrete bug.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set: it captures the general v5 breakage/regression theme that several other issues resemble at a high level.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best represents the cluster\u2019s common high-level theme (v5 breaks many models), even though the rest are not strict duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug; 45850 is a broad v5 regression complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "import * / import-time slowdown is a different problem from GenerationMixin cache missing during chunked_prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint-loading regressions after v5, but one is generic reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "fp8 support request and weight-conversion-script question are related only by DeepSeek-V4; they are not the same bug or change." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a concrete config regression, not the same issue as the broad v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is a narrow fix; 45850 is a generic many-model breakage complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade and broad model breakage overlap only at the version-regression level." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * slowdown/lazy-loading concerns are different from the Qwen3_5 import failure." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_tracker type warning and Liger Kernel not applied with model_init are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported error is not the same as Qwen3-VL bbox hallucination/error." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/lazy loading, but one is import-time performance and the other is functional lazy-loading failure." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box output are different failures." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are separate regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a specific runtime bug; the other item is too generic to match it." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained is unrelated to a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "import * / lazy-loading cleanup is not the same as failing to import HybridCache." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a testing_utils bug are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support problem is distinct from the broad v5 model-breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3-VL related, but bbox hallucination and from_pretrained error are different concrete bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression and Qwen3_5 import error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and _tied_weight_keys AttributeError are different model/config bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about input_ids/past_key_values is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are different code-path problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading malfunction are different issues." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _tied_weight_keys list handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp bug and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "import * cleanup/performance and VRAM leak in dataloader threads are different problems." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared expert gating and comb.to(...).transpose(...) are separate DeepSeek bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation ambiguity and Llama 3.2 Vision model-loading failure 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": 55, + "review_unit_count": 55, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-467", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "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:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43298|issue:46095", + "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:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "8e07a21a7298a1d92a48cea4d4885dcd4749615d224c6f4846caec79441a9ebd", + "component_budget": { + "node_count": 467, + "item_count": 467, + "soft_pair_count": 1714, + "serialized_chars": 889309, + "estimated_input_tokens": 222328, + "estimated_eval_tokens": 444912 + }, + "budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 42, + "serialized_chars": 37132, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated tokenizer regressions, model-config bugs, import failures, training/runtime problems, and documentation questions. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items do not share one underlying defect, so there is no safe duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue representative: the cluster is too mixed, and the soft pairs do not collapse to one concrete problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Different topics: slow checkpoint loading vs documentation confusion in model.forward." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different model bugs: VRAM leak in Qwen3 causal LM vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different architectures and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings issue is unrelated to a multi-dataloader VRAM leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad version-breakage complaint vs a specific Qwen3_5 import failure; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests vs incorrect timestamp calculation; unrelated bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math vs missing files on save_pretrained; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug vs VRAM leak under dataloader threads; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling vs Gemma-4 audio positional encoding; unrelated models and paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support vs DeepSeek-V4 weight conversion script question." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps precision issue vs Gemma-4 audio positional encoding; different bugs." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/models and likely different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support limitation vs model import failure; not the same problem." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is broad v4-to-v5 behavior change and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling vs unrelated issue titled 'Unemployment'." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated issue titled 'Unemployment'." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated issue titled 'Unemployment'." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated issue title vs broad '5.0 breaks models' complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs unrelated issue titled 'Unemployment'." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights utility crash vs apply_chat_template tool-call crash; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs tied-weight-key handling crash; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowdown vs missing layer_type_validation import; different failures." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs tied-weights utility crash; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow failure reporting vs slow from_pretrained checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different areas." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs Qwen3.5 from_pretrained error; different problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Loading slowdown vs tokenizer-loading regression; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs FP8 inference support; both model-support requests, but different changes." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior vs RoFormer attention interface use; unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value bug vs DeepSeek-V4 gating bug; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning regression; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value issue vs kwargs not passed to loss function; different subsystems." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation vs RoFormer attention interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Duplicate of another unrelated pair; Mask2Former bug and tokenizer warning are not the same." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value bug vs RoFormer attention interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug vs a typo in quantization conversion text; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation vs ModernBERT config type hint; different bug classes." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type hint issue vs quantization-operation typo; unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 RMS norm question vs ModernBERT config type hint; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug vs ModernBERT config type hint; 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": "008881465cf47e0b388257b1798ada7e63ce2be4de9cf563a1b5f38439267fff", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "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 (tokenization truncation behavior, learning-rate scheduling, and Wav2Vec2 word timing), so this cluster does not contain a true duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue fits the cluster: the items describe distinct problems in different subsystems and do not share a common underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative because the cluster is heterogeneous rather than one duplicated topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different requests: token truncation direction vs extracting word start/end timestamps from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature areas: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one asks for LR scheduler behavior, the other for speech model timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 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": "fead14730341468058d76ba114dcb561c26a4abe9ccbf4fe4afe8a83323f5d68", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates of one underlying bug. Two are about model-loading/auth messaging and one is about tokenization behavior, so the cluster is heterogeneous. The broadest and most central report is the generic model-loading failure in #16618.", + "confidence": 0.82, + "canonical_issue_reason": "#16618 has the broadest, most general symptom (\u201cCan\u2019t load the model for 'bert-base-uncased'\u201d) and the highest discussion activity, making it the best representative issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest standalone issue to keep as the cluster anchor because it describes a concrete loading failure rather than a narrower UI/error-message or tokenization-specific complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch with TensorFlow code is a different problem from a model-loading failure; they do not appear to share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about an incorrect error message when downloading a private model without login, while #16618 is a broader inability to load a model; related area, but not the same defect." + } + ] + }, + "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": "fccaeca4b4f09c88a9cafa6371f92c81859392691a5d379858b6426ba6bfa139", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-request issues about different capabilities: Flash Attention 2 architecture support vs GGUF architecture support. They share only a broad \u201ccommunity contribution / more architectures\u201d theme, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different support targets and code paths (Flash Attention 2 vs GGUF); not the same bug or change, just similarly worded feature requests." + } + ] + }, + "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-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": "ab4f693c23ee1416ec8c6150c93fa790a5a8f941822e232444ad5d074f3968a6", + "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": "The cluster is mostly heterogeneous i18n translation requests and should not be broadly merged. The clear duplicate subgroup is the three identical generic placeholder issues (43834, 44365, 44370). The Thai-titled pair (46222, 46226) is very similar but lacks enough evidence to call an exact duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "43834 is the best canonical for the duplicate placeholder subgroup: it is the earliest of the identical template-style translation issues and matches 44365 and 44370 closely.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest issue representative in the cluster because it anchors the only clearly identical issue subgroup, while the rest of the cluster is mostly distinct language requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs generic placeholder issue; different underlying item." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request vs generic placeholder issue; different underlying item." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish request vs template placeholder issue; not the same request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different translation targets: Turkish vs Romanian." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different translation targets: Turkish vs Spanish." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different translation targets: Spanish vs Romanian." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different request text/language; not enough evidence these are the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different request text/language; not enough evidence these are the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical generic placeholder translation issue; same underlying template content." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical generic placeholder translation issue; same underlying template content." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical generic placeholder translation issue; same underlying template content." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs a different Thai-language request; not the same underlying item." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Very similar Thai-titled issues, but only titles/body length align; differing state/discussion/inbound-ref signals make this a likely duplicate, not an exact one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict overstates the evidence: issue:46222 vs issue:46226 is labeled an \"exact duplicate\" with \"matching metadata,\" yet the packet only shows identical titles and similar body lengths, while state/discussion/inbound-ref metadata differ. Please keep that pair as a conservative likely-duplicate rather than an exact duplicate unless there is stronger evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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-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": "5c6020e04e3f2015965c0f93c98dc71b650a92ca094d1eca8856e84f3146ea64", + "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 thematic set of model-addition requests, not true duplicates; the apparent similarity is mostly from generic \u201cAdd model\u201d wording rather than the same underlying bug or change.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue is a true duplicate hub here; if one must be chosen, issue 42738 is the broadest umbrella request (a model-family level request) among otherwise very specific model additions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42738 is the best representative of the cluster because it is the least model-specific and most likely to subsume related BERT-like additions, though the cluster is still too heterogeneous for a real canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families; no single implementation or code path would plausibly resolve both." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model requests, but for different architectures (EuroBert vs RF-DETR)." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models with different integration work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Detection model request vs audio model request; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer support are different code paths and model classes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different modalities and implementation targets." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and changes." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and sparse-transformer support are not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model architectures with no shared fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model integrations, not one duplicate request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-path changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are distinct model integrations." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different requested models." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model families." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a broader BERT-like family request, so they are not the same duplicate." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS support and ASR support are different concrete model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models and would not merge into one PR." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and sparse-transformer support are unrelated code-path changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests, not one bug." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and sparse-transformer support do not share the same implementation target." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE encoder support are different concrete changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests with different implementations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "0108cae92e3220b29f037b9456abda398baf09eec665836ca99e667de2295c8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, the other is a vision RoPE refactor. The soft similarity signal is too weak to indicate a duplicate or same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "`issue:46443` is the more concrete technical issue, but it is not a duplicate of the docs request and should not be treated as the same cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and failure modes: documentation framework listing vs. vision RoPE refactor. No shared filenames, targets, or evidence of the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "a7f0edabd161ece5899e055b18745c38f680fa397db1e728d3bc176158edba4a", + "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 unrelated: one is about set block decoding, the other about DeepSeek v3.2 support. There is no evidence they describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different workstreams; no shared files, targets, or explicit linkage, so this is 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": 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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "10bf91a436fe1f785e56da95270723cb60119902605b0d2a791e8f25f72cf032", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Trainer customizability complaints, but they address different behaviors: one about `remove_unused_column`, the other about FLOPs estimation for custom trainers. Not the same underlying bug/report.", + "confidence": 0.86, + "canonical_issue_reason": "#43598 is the broader and more central Trainer customizability issue, so it works better as the representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best issue candidate because it focuses on a core Trainer behavior change and is more likely to subsume adjacent custom-trainer concerns.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers/Trainer extensibility, but one is about column removal logic and the other is about FLOPs estimation. Different code paths and different fixes." + } + ] + }, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "39a85ae660d040688bc4c2265b73de8e0600e97b61d0d51289699174aa3a6e6a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto-class code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader registry/support request, but it is still a different change from 44405 and should not be treated as the same canonical bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different auto-class targets (ConditionalGeneration registration vs SequenceClassification support), so they do not describe the same underlying 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-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": "92cbcee886521af98b0c240bc8de3b29873f4d87d070fc49c61c4d3bfdaad674", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issues 43845, 43846, and 43859 all share the same very short title text \"huggingface \", with no extra linking detail visible in the packet, so they are plausible duplicates; 43835 (\r\"Fett\") looks unrelated.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43845 is the earliest of the three near-identical \"huggingface \" reports and is the best representative for that small duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest issue representative because it is earliest among the matching \"huggingface \" reports and has the same sparse signal as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no visible body details connect \"Fett\" to the \"huggingface \" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no visible evidence suggest the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface \" title cluster." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title text and similarly sparse reports; this is a plausible duplicate pair." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title text and both are very short reports, so they likely describe the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title text and similarly sparse reports; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The result is not fully grounded in the packet. The packet only shows that 43845/43846/43859 share the same title text ('huggingface ') and have small body lengths; it does not expose the bodies, so the claim of an 'exact same title/body pattern' is overstated. Also 43859 has a different body length from the other two, so 'same minimal report' is stronger than the evidence supports. The pairwise duplicates are plausible, but the summary and reasons should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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-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": "37373ab4537b9e2fa74555cf5eb4341186e64a7171a3f41aba9f311f325a501f", + "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 items do not look like one duplicate cluster; they are mostly spam/placeholder issues with unrelated titles and no shared concrete bug or feature.", + "confidence": 0.94, + "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 spam-like placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "The titles are similarly spammy, but no concrete shared problem is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation request; these are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a Google LLC title do not indicate the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement versus spam placeholder; no shared underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These do not appear to target the same concrete problem." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but that alone is not enough to treat them as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No common issue description or target is present." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The items have unrelated titles and no shared concrete 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": 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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "f45ed4281cd1b4a38c42f8690e49db8c232003090e4677350456987b61177d68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues share the exact same title and have similar text lengths with a soft similarity signal, so they are likely related and may be duplicates. #45145 is the better canonical issue because it was opened first and has an inbound reference.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is the best canonical issue because it is the earlier report and has an inbound reference; the matching title and soft similarity suggest it is the likely duplicate target, though the evidence is not strong enough to claim the descriptions are identical.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest single issue to keep since it is earlier, has the same title as #45151, and has more reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The pair has the same title and a soft similarity signal, but the packet does not provide enough direct evidence to confirm they are the same underlying issue; keep this as a tentative possible duplicate rather than an accepted merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice (#45145) is grounded by the earlier timestamp and inbound reference, but the writeup overstates the evidence for duplication. The packet only shows identical titles, similar body lengths, and a soft_similarity signal; it does not directly support \"near-identical descriptions\" or a definitive duplicate conclusion. Please soften the wording and keep the soft-edge verdict tentative/conservative." + }, + "evaluator_used": true, + "retried": true, + "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-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 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": "c03afb5f12c274b1ec36dcd4eaf4ad370e7b4fdd84f4a1c6ddd8ab01e17b5e88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8 torch.finfo TypeError, the other is a BitsAndBytesConfig regression around llm_int8_skip_modules clearing the default lm_head exclusion.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45674 is the clearer, more general tracker: it describes a concrete BitsAndBytesConfig regression with a specific config-triggered 4-bit assertion failure.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the best single issue to keep because it names the exact code-path regression and is likely applicable across models, while #45672 is model/module-specific and a different symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: different underlying bugs. #45672 is a Gemma4/audio-module torch.finfo(uint8) TypeError; #45674 is a skip-module handling bug in BitsAndBytesConfig that removes the default lm_head exclusion and causes an assertion 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": 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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "40ff660514dbf1fcffa36f4577dab59ccdb8f5cc27ac7c8fbc403cf35142f7ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only personal-name/date titles and no bodies, links, files, or shared targets. They do not appear to describe the same underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a canonical duplicate target; the two issues appear unrelated and contain no actionable problem description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial similarity in title structure; no evidence they refer to the same bug, request, or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "988c94625d2233a4024e74ba552f1d48b4ea70c0a805cd2c17fd05689e780fb7", + "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": "Two closed issues with unrelated personal-name/date titles and no bodies or technical content; they do not look like duplicates or the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Same superficial pattern (name + date) but different names and dates, with no shared technical context or issue description; 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": 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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "13268bee1891282f21b24587650e3b0c1540893244c57d621014291eb19a506f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are unrelated: one requests a Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests in different areas of the library: model architecture support vs training precision support. No shared code path or concrete overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-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": "580363a4339256b050814085178c07487041f1519b499c357967a3b6fa7dfaf0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by finance/DataForge wording and looks like a separate dataset-promo request, not the same underlying issue.", + "confidence": 0.89, + "canonical_issue_reason": "45872 is the strongest canonical issue choice: it has the more concrete, substantive title/body and an exact duplicate in 45873, making it the best representative of the real feature/request in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue to keep because it is the most specific and informative representative of the substantive financial-time-series/scraping-service request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance/DataForge theme, but the dataset bundle promo and the example prediction issue are different requests, not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: broad topical overlap only; this is not a duplicate of the example prediction issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate pair: same title and same body length, so they clearly describe the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests: one is a prediction example, the other is a time-series + scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Broad overlap only through DataForge/finance wording; the requested change is different." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as 45870/45872: same general domain, but not the same issue or fix." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request; no indication these should be merged." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate pair: identical title and body length, so they appear to be the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only strong duplicate signals are the two identical-title/identical-body-length pairs (45870/45871 and 45872/45873), while 45869 is treated as merely related rather than duplicated. The soft-edge verdicts stay conservative overall and do not overreach beyond the available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "12614fbf5813952556cce69a84a8498a736aa5ebd90d7221162fedc048821531", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static-cache failures around linear-attention/Qwen3.5, but the reported symptoms differ enough that I would not treat them as the same bug from titles alone.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 46439 is the broader, more general report: it names the static-cache early-initialization path and the linear-attention shape corruption, which could explain downstream crashes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it describes the underlying static-cache/linear-attention failure mode in a model-agnostic way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear-attention, but 46439 is a shape-corruption RuntimeError in early initialization while 46441 is a Qwen3.5 KeyError for a missing 'linear_attention' entry. Those look like related subsystem failures, not clearly 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": 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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "a7f1ce28c89d54750fc5ff42444ddd1d0c9f13809a888f6aaa9721f5f24b1866", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues have identical titles, the same body length, and were filed minutes apart; the open issue #46552 also has inbound references, so it appears to be the active duplicate / same report. We can\u2019t verify the full descriptions from the packet alone, so the match is best treated as likely rather than certain.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46552 is the open report and has inbound references, so it is the better canonical issue for this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue representative because it appears to be the active tracking item for this likely duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, matching body length, and near-simultaneous filing strongly suggest the same underlying issue; the open issue #46552 is the better tracked copy." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausible, but the write-up overstates what the packet proves. We can ground: identical titles, identical body length, and one issue is open with inbound references while the other is closed. We cannot directly verify that the full bug descriptions are the same or that the only difference is issue state. Please soften the wording to something like \u201cappears to be a duplicate / likely same report\u201d and avoid asserting identical descriptions without body content." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 38, + "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:43424", + "pull_request:41855|pull_request:43823", + "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": "f846fcff85c8fbfb87e1d3703c9076d5f5129010b78bd34b52048fedbe7ff17b", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated model additions, tokenizer/processor tweaks, loss/refactor fixes, docs, and test-only changes. No pair looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the most self-contained and issue-backed change in the set, with a narrow fix to `fixed_cross_entropy` tied to an explicit issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "One adds VideoPrism end-to-end; the other adds an Executorch dynamic-shapes test. Different models and different code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method additions are unrelated to Executorch export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer missing-method fixes are unrelated to adding MobileLLM model support." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes for existing models do not match a new MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing is unrelated to adding a new model architecture." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs handling is unrelated to Mistral4 test fixes and model wiring." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic export tests are unrelated to Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability tests and MobileLLM model addition are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM is unrelated to fixing config-resolution order in `modeling_utils`." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "A new model implementation is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-capture refactoring is unrelated to the model-creation skill workflow." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output changes are unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and `layrnorm` renaming are separate model families and separate bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model fixes do not overlap with chat response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 changes are unrelated to adding the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `cls.config` resolution-order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill are clearly different kinds of changes; no shared bug or mergeable code path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": false, + "reason": "Both touch `fixed_cross_entropy`, but they are different implementations of the same area rather than the same exact change; they are not mergeable as one identical 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": 2, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "cc9a5ff2e60ac26649c52a8261ce5fbf6da42bcfa86d55077d82565978ec9bbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same VibeVoice family: #40546 is the base model implementation, while #42781 adds a realtime variant plus the acoustic tokenizer. They overlap heavily in files, but they are not the same concrete change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the foundational VibeVoice implementation and the clearest single representative of the cluster; #42781 looks like a later extension built on top of it.", + "best_issue_reason": null, + "best_pr_reason": "#40546 best captures the core underlying feature work (initial VibeVoice support) and has the most discussion/review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite shared VibeVoice files, #40546 implements the base model while #42781 adds a realtime/acoustic-tokenizer extension; they are related but not the same mergeable code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 38, + "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": "59446da02fc7d9f727d3161f6de5f24be2b3c062b33514d408ca17f89c22bcb0", + "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 cluster contains two unrelated pull requests: one adds covariate forecasting to TimesFM, the other adds image-classification support for DINOv3ViT. They touch different model families, code paths, and user-facing features, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs address distinct features in different models and should not be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global representative of the cluster because there is no duplicate relationship; if forced to pick a standalone artifact, 41224 is slightly more mature (more review activity), but it is not comparable to 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different changes: TimesFM covariate forecasting vs DINOv3ViT image classification support. They do not fix the same code-path problem and could 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": 4, + "component_count": 38, + "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": 38, + "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": "06ee4da9ac4e5962593cd8f4d80a62267f65161de2eb6db14f5c8034ebb0d0be", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6) that share framework boilerplate but target different models, docs, and codepaths. They are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is a reasonable cluster representative because it is a substantial, well-scoped model addition with the highest review activity, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest standalone representative of this cluster: it is a complete model onboarding PR with broad support files and significant review attention, making it the best single PR to anchor the group despite the others being unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are new-model onboarding PRs and share template files, but DeepSeek OCR and Isaac are different models with different configs, processors, and modeling code; they do not fix the same bug or implement the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are distinct model integrations with different filenames and model-specific implementations; the overlap is only shared infrastructure for adding models, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 38, + "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": "9d9a77b927e5185ed7e395b06293ac3ac867814a37a85c2aae6e1cfeed27b008", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow-maintenance PRs overlap heavily in GitHub Actions version bumps, but they are not the same change: one is explicitly about Node 24 compatibility, the other is a broader/latest-version refresh with different action targets.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:42975 is the stronger representative because it has the clearest, specific goal (Node 24 compatibility) while also touching many of the same workflow files.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 is the best cluster representative: it is broader in workflow coverage and has a more concrete stated purpose than the generic latest-version bump PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They overlap on workflow action upgrades, but the concrete changes differ (Node 24 compatibility vs general latest-version bumps, including different action families). This is related maintenance, not the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "51cda421d25e92b98e5a0829755a38188ccf0c1e1e616367416325c2c5e68f3c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17574, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17574, + "estimated_input_tokens": 4394, + "estimated_eval_tokens": 9044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model-addition changes that only share repository boilerplate (docs, auto-mappings, tests). They are not duplicates of one another.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and code path (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7), so they are not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest representative of the set because it has the broadest, most mature model-addition diff and the most review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are different model additions with different implementations; shared auto/docs files are just boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct models and code paths, so this is not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is limited to shared registry/documentation files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different processing/modeling stacks, not one fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different model domains and code paths; shared filenames do not indicate duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model additions; they do not appear to fix or add the same concrete behavior." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model additions in different families, so they are not the same underlying 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": 38, + "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-43291-14", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:44958", + "pull_request:45114", + "pull_request:45415", + "pull_request:45425", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579", + "pull_request:46635", + "pull_request:46636", + "pull_request:46637" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:46636", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:44958|pull_request:46637", + "pull_request:44958|pull_request:46635", + "pull_request:45114|pull_request:46579", + "pull_request:45415|pull_request:45425", + "pull_request:45415|pull_request:46637", + "pull_request:45415|pull_request:46635", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579", + "pull_request:46635|pull_request:46636", + "pull_request:46635|pull_request:46637", + "pull_request:46636|pull_request:46637" + ], + "prepared_review_unit_hash": "b4861e57870588c8b8e186037324327da33ef8ab3abb84dc21ba37f63ac46049", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38596, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38596, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster breaks into a few small cleanup subgroups rather than one true duplicate set. The clearest duplicate pair is the typing sweep PRs 45415/45425; the rest are mostly unrelated test, import, dequant, and docs/typo changes. The only other overlap is the generation/configuration_utils typo cleanup around 46635/46636/46637, but those are better treated as overlapping cleanups than exact duplicates, except where one PR is a strict subset of another.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the best anchor because it is the broad, cohesive type-checking cleanup with substantial review activity, and 45425 looks like a direct companion/superset-style follow-up in the same typing refactor family.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the strongest representative PR in the cluster: it has the most coherent technical scope, the clearest accepted duplicate relation (45425), and is more substantive than the tiny typo/test-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:46636", + "accept": false, + "reason": "Whisper tokenizer/test fixes are unrelated to the generation/configuration_utils typo cleanup; they do not address the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper decode/test changes and CLIP/ViT test tweaks are different fixes in different model codepaths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer work is unrelated to the FP8 dequant fix in core_model_loading/finegrained_fp8." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/tokenizer changes and generation validation fixes are separate codepaths and separate bugs." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "A backward-compatibility shim for tie_weights is not the same change as the broad typo-cleanup sweep." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test placeholder edits are unrelated to the CI/device_map fix for Phimoe integration tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch unrelated test files versus FP8 dequantization/loading logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "The CLIP/ViT test edits are not the same bug as the generation validation/configuration fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Model test edits are not the same change as the large typo sweep across code files." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes and Phimoe CI resource-limit changes are different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "The dequant fix and generation validation fix affect different subsystems and codepaths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 dequant logic is unrelated to a repo-wide typo cleanup." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46637", + "accept": false, + "reason": "An import-error fix in video processing is unrelated to the typo fix in generation/configuration_utils and mask2former." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46635", + "accept": false, + "reason": "The PILImageResampling import fix is a different issue than the generation/configuration_utils typo cleanup." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest formatting/documentation cleanup is not the same underlying change as the code typo sweep." + }, + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": true, + "reason": "Both PRs are part of the same typing/type-checking refactor family around modeling_utils and related protocol/alias additions; they could plausibly be merged into one typing cleanup PR." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46637", + "accept": false, + "reason": "Type-checking cleanup and typo fixes in generation/configuration_utils/mask2former are unrelated." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46635", + "accept": false, + "reason": "Type-checking changes are not the same underlying change as the small typo cleanup PR." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation/watermarking fixes and Phimoe CI changes are different bugs with no shared codepath." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation validation logic is not the same as the broad typo-cleanup PR." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46636", + "accept": true, + "reason": "These share the exact generation/configuration_utils typo fix, and 46636 is a small superset that could plausibly absorb 46635's change in one typo-cleanup PR." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46637", + "accept": true, + "reason": "These share the same generation/configuration_utils typo fix, and 46637 could plausibly include 46635's single-line cleanup as part of one combined typo PR." + }, + { + "left": "pull_request:46636", + "right": "pull_request:46637", + "accept": false, + "reason": "They overlap on one typo line, but each also adds a different extra file-specific typo fix, so they are better treated as overlapping cleanup PRs rather than 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": 9, + "component_count": 38, + "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": "1bc433e63742822aa13b9a6e99064f9a70da0de1099baf013c00ce6347444d3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs with similar synthetic '[don't merge]' titles, but they touch different code paths and files. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good duplicate target: #43488 is a setup/dependency/version-bump test, while #43532 changes CI/workflow and testing utilities. They do not appear to fix the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the overlap is only superficial (shared test file / repo-bot context). #43488 is about setup.py dependency/version formatting and a Vit test, while #43532 edits GitHub Actions workflows and testing utilities. Not the same concrete change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 38, + "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": "b7727abb0aee64d952cc3bc129cdc3a962b94265930d63dd428c69510c5b354f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only in that both add new segmentation pipelines and share the same documentation/registration scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader/more substantial standalone addition, with more model coverage, more tests, and more integration points; if a single representative is needed, it is the stronger candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and code paths; shared docs/registry files are just common scaffolding, not evidence of 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": 11, + "component_count": 38, + "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": "35f01209b37edc2c280c4649882cf5c58faea2b57990de7b0fbe011c4f01d277", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both trainer.py PRs, but they address different behaviors: one changes gradient-accumulation loss scaling in training_step, the other refactors signature-column filtering for custom trainers/PEFT. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 43651 is about loss scaling during training, while PR 43663 is about dataset column filtering/signature inspection; different code paths and fixes.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global duplicate representative because they solve separate trainer problems; if forced, 43651 is the more behavior-changing trainer fix, but it does not subsume 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch src/transformers/trainer.py, but one changes gradient accumulation loss normalization and the other adds an override point for signature column filtering. Different bugs, different code paths, 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": 12, + "component_count": 38, + "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": "a3b4cb6b6abd0f1a7c029b70a1f13d3c16ac335f576cb27aa481cf4e78ac59a1", + "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 touch `src/transformers/cli/serve.py` and are about import-time annotation/TypeAdapter problems, but they fix different concrete failure modes: one broadens annotation handling via `from __future__ import annotations`, while the other specifically avoids a `TypeAdapter` reference when pydantic is absent. They are related, but not the same change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR #43842 as the canonical PR: it has the narrower, more explicit bug description and directly addresses the `TypeAdapter`/pydantic-missing import path.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the better representative of the cluster because it targets a specific runtime import failure with a clear fix and explicit issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and broadly annotation-related, but they fix different concrete problems and use different remedies; not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 38, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "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:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "fc0a816a75cf613d0c9bb1b69887ee0281915057f87ad8437cedf90e89b41e92", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors that share a broad initiative but are not duplicates; the only strong duplicate sets are the GPT-Neo pair and the GPT-J/CodeGen family of PRs.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest and most complete representative of the GPT-J/CodeGen standardized output-tracing refactor, and it clearly subsumes the narrower GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 best represents the shared concrete change in this cluster because it covers the same GPT-J path plus the related CodeGen update, making it the strongest canonical PR candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking issue is too broad to imply duplication." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model-specific refactors; both are output-tracing work but not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; one is a narrower variant of the same concrete change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet-style vision refactor versus EfficientNet; shared theme is broad, but the code paths are unrelated." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated implementations under the same umbrella initiative." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and different code paths; not the same fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations, so these are not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MGP-STR; same broad output-capture theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MPT; different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both PRs refactor GPT-Neo output tracing in the same model/file area, so they appear to target the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations; not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; related pattern, but not the same code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are distinct model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated; shared issue target does not make them duplicates." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model families with different implementation details." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same broad tracing migration only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo output tracing and Flaubert output tracing are not the same concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is a different model family than GPT-J/CodeGen." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT output tracing and GPT-J/CodeGen output tracing are separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; only the tracing pattern is shared." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 refactor versus MGP-STR refactor; different concrete code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models; no duplicate fix here." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 do not share the same concrete implementation path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing and GPT-J/CodeGen output tracing are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT versus ImageGPT; same broad tracing migration only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate vision models with different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated models; only the output-tracing theme matches." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 do not share the same concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader version of the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both cover the same GPT-J output-tracing change, and 44722 subsumes the narrower GPT-J-only variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus ResNet/RegNet-style vision models; not the same fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated model implementations; same broad output-tracing theme only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are limited to closely related PRs in the same model/file area, with 44722 clearly acting as the broader GPT-J/CodeGen follow-up and 44018/44068 plausibly the same GPT-Neo refactor. The remaining false verdicts appropriately reject cross-model matches despite shared output-tracing themes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 38, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "fe3128b089973c3555bccf1323f9074c4a74af4e31bbed894b1dc024aa12741a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84510, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all separate model-specific PRs for migrating output tracing/capture to a standardized decorator pattern. They are related by theme, but they do not appear to be duplicate fixes for the same code path, so the soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44073 is the clearest representative of the cluster: it is a focused, model-local output-tracing refactor with explicit use of the standardized capture/tuple helpers and a small, self-contained diff.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44073 is the strongest overall representative because its scope and title most directly describe the shared pattern across the cluster without depending on an explicit issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths; same pattern, not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations; this is a shared refactor style, not one fix that could plausibly be merged into a single PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model code paths and different local refactors; they are similar migrations, not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model modules; the PRs both modernize output handling but address distinct implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 changes are not the same concrete fix; SpeechT5 also targets a specific issue and a different output-capture path." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "4de10b60867a8f640991eb3bf204069cb3e21b6a8379363da91f30363a2f3c3c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common theme of output-tracing refactors, but they target different model families and code paths, so they are not duplicates of the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate cluster here; if one PR must represent the group, 44025 is the best fit because it is a focused, concrete refactor across a closely related model pair and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the strongest standalone representative: it is specific, internally coherent, and has clearer scope/validation than the more generic single-file refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different models (timm_backbone vs upernet) and distinct forward/output handling." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated architectures and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and implementations; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (timm_backbone vs mamba/falcon_mamba); only the high-level refactor theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; these are similar refactors, not one shared bug fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated; shared wording is too broad to merge as one change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and output APIs; same general refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different output-tracing implementations; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Same refactor motif, but the target model families are unrelated." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs speech_encoder_decoder are not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different refactor details; not a duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch unrelated architectures; only the generic refactor pattern overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and change sets; no shared concrete bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet have unrelated forward paths and output semantics." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks; not the same underlying implementation change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "These are separate model-specific refactors, not one combined fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated; only the broad refactor theme is shared." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and output-tracing code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba and SuperPoint are unrelated implementations; not the same change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba vs CodeGen are distinct models with different forward logic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are completely different code paths; same broad refactor only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated; not a duplicate change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen do not share the same concrete bug or implementation." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are unrelated; same refactor wording is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and different output handling." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and implementations; not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are different code paths with different semantics." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrapper models, but this is still not the same concrete code change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and refactor scopes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV do not share the same underlying bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "These target unrelated model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; only the generic refactor pattern matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and output APIs; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are different code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and different forward/output logic." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated; same refactor style does not imply duplicate work." + } + ] + }, + "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": 38, + "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": "f92bd7f71895d3900160f9e795b242b811b6c16c28bcf277aa3a17708f19a0ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS support. They share only broad transformers boilerplate, not the same underlying bug/change, so this is not a duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, with no shared concrete fix to merge into one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the other; they are separate feature implementations rather than competing fixes for the same problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with distinct files and behavior; shared auto-registration/docs scaffolding is too generic to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "2d6eb267f84dd020d52cd636d219e19b239f3d9dccf8adfced44ab502f47acbd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the fusion/kernels area, but they are not the same change: #44979 adds a new generic Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and touches different integration paths. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more canonical high-level proposal because it introduces the reusable Module Fusion API abstraction that broader fusion work can build on.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best concrete user-facing implementation candidate: it wires kernel fusion into model loading/integration code and appears to deliver a specific end-to-end feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related on theme, but they target different code paths and levels of abstraction: #44979 adds a standalone module fusion framework, while #45363 implements KernelConfig-based n-to-1 fusion in model/integration utilities. They are not the same underlying change and 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": 18, + "component_count": 38, + "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": "d78b9eb8ccef006f028f4446c2f5afe08b7d3abbe3c5f46c747c1f06402d66c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same Mistral regex code path in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`, so they address the same underlying AttributeError fix. PR 45317 is the more complete candidate because it includes tests and a clearer description.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is provided here; the shared issue target is 45081, but I can\u2019t judge canonical issue selection without the issue itself.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it covers the same fix as 45086 and also adds test coverage, making it the more complete and merge-ready version of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is best suited as the representative PR since it implements the same concrete bug fix as 45086 and includes additional tests for validation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in the same code path: both replace the incorrect `backend_tokenizer.pre_tokenizer` access with `tokenizer.pre_tokenizer` to resolve the AttributeError. The second PR appears to be a fuller version of the same change, not a different fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "4f9ab2934a8f71ad2342393397146e840840c253ce6c10ae4853ff7a7e7d0017", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13474, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster groups several Nemotron-related PRs, but they cover different changes: a NemotronH refactor, a NemotronH dense/sparse split, and two separate ASR model additions. The overlap is mostly subsystem-level, not the same underlying fix or feature.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46332 is the best standalone representative of the cluster\u2019s most substantial and cohesive change: adding Nemotron ASR streaming with the associated model, loss, auto, and docs wiring.", + "best_issue_reason": null, + "best_pr_reason": "PR 46332 is the strongest overall candidate because it is a focused, end-to-end feature implementation rather than a narrow refactor or a variant-specific follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both are NemotronH-related, but one is a model inheritance/refactor and the other is a dense/sparse architecture split; they are not the same concrete change and would not be merged as one PR." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "These target different model families and tasks: NemotronH architecture work versus Nemotron3.5 ASR streaming. Shared auto/docs files are not enough to make them duplicates." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR streaming PRs, but they add support for different model variants (Nemotron ASR vs Nemotron3.5 ASR) and are separate feature integrations rather than one underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 38, + "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": "9b9b402ca43327fcb1c949200318bac4067b02c337861f1bf79c99726141b6eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5465, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related through the heterogeneous-modeling effort, but they are not duplicates: one adds per-layer config support, while the other builds broader heterogeneous modeling/cache/masking integration on top of that foundation.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader end-to-end heterogeneous model support change and is the better anchor for the cluster; PR #45333 is a narrower prerequisite focused on config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the most representative single PR for the overall work because it spans the concrete runtime/modeling changes beyond config parsing and likely depends on the config support introduced separately.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: #45333 is config-only per-layer configuration plumbing, while #45332 is a larger heterogeneous modeling implementation touching cache/masking/modeling paths. They are related but not the same underlying code change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 38, + "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": "6ba2118583d27679cbbcfc2995b3bef0ebb9f0f0d65978afe25cad07189d9399", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both address cache-aware multi-token forwarding bugs, but in different model families and code paths: one for Qwen3.5/Qwen3Next/OlmoHybrid linear attention, the other for Mamba2 CUDA kernels. They are similar in pattern, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner canonical PR: it has an explicit issue target, a narrowly scoped Mamba2 use_cache/seq_len>1 fix, and focused tests for that concrete path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest representative overall because it is explicitly tied to a tracked bug, has a single concrete failure mode, and is easier to merge as a standalone fix than the broader multi-model PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both concern cache handling with seq_len>1, but they fix different implementations: 45513 updates linear-attention/GDN paths in OlmoHybrid/Qwen3.5/Qwen3Next, while 46084 fixes Mamba2 CUDA kernel cache reuse. Different model code paths, no shared bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 38, + "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": "fc572dbd688df9f2184c32c8fae84036219423f7f382fcedc51a4999b190af07", + "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 expert-parallelism related, but they fix different bugs in different loading paths: PR #45548 targets EP + DeepSpeed ZeRO-3 loading via accelerate launch, while PR #45662 targets EP + FSDP2 where expert parameters can be overwritten by rank-0 broadcast. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster theme because it is a more complete, concrete EP bug fix with broader code-path coverage, but it is not a duplicate of #45548.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR in this set: it fixes a specific runtime corruption bug in expert parameter loading and has the broader, more direct symptom-to-fix connection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related only by EP/distributed loading and one shared file; #45548 fixes config/has_ep handling for ZeRO-3 loading, while #45662 fixes expert params being overwritten during FSDP2/rank-0 broadcast. Different concrete bugs and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 38, + "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": "efc8ed2b0f79e2b0b04403224f0284e6f2cba758c873311a6401d1a8c9c90dec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision around captured_info debug artifacts in `testing_utils.py`; PR #45645 is the broader, more complete version because it also updates CI log collection for the new per-worker files.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the best representative because it contains the core xdist-safe fix from #45639 plus the downstream CI/workflow handling needed to consume multiple `captured_info*.txt` files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest overall change set: it fixes the same underlying bug as #45639 and extends the fix to preserve CI debug log visibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist collision fix in `src/transformers/testing_utils.py`; #45645 looks like a superset that also updates CI artifact collection, so these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 38, + "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:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "2aed20f8db4db35314ef95d1323f4130296f8fd9f04ac1a222b03270d709881c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates. PR #45670 is an AutoModel mapping tweak for GLM-ASR, while PRs #46320 and #46401 are separate attn_implementation dispatch additions for different model families. #46320 and #46401 are superficially similar, but they touch different code paths and should not be merged as one change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster contains three distinct pull requests, with only #46320 and #46401 sharing a broad feature theme but targeting different model implementations.", + "best_issue_reason": null, + "best_pr_reason": "#46401 is the strongest standalone PR in the set because it has the broadest concrete scope and self-contained implementation for multiple BLIP-family models, but it is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different underlying changes: #45670 edits AutoModel registration for GLM-ASR, while #46320 adds attention-dispatch support for RecurrentGemma. No shared bug or code path." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Unrelated model areas and fixes: GLM-ASR auto-mapping vs BLIP-family attn_implementation dispatch. They do not look like the same change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are attn_implementation work, but for different architectures and files/tests/docs. They are parallel model-specific enhancements, not one underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 38, + "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": "21d9bd6ff232c1761796058c61284505a263cccdeff690fc98affd6305a0751e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7247, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both linter-driven transformer-model PRs, but they address different rules and different code paths: TRF003 return-tuple handling vs TRF018 weight initialization. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the cleaner representative of the cluster because it makes one focused forward-signature/runtime behavior change across model files, while 46259 targets a separate initialization rule with broader, more mechanical edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best single representative here: it is narrowly scoped, has a clear behavioral intent, and is easier to reason about than the broader initializer-rule PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different fixes. 45720 adds can_return_tuple / removes return_dict in model forwards; 46259 refactors _init_weights across models. They do not fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 38, + "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": "7d7cb8c1dab764e2806614a4e205e49a49ffc10ed7de6ad3ee33e0862763d84b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that are not duplicates: one is a broad mixed change touching workflow/model code, while the other is a focused ViT test migration. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs target different workstreams and are not mergeable as one change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the better standalone representative because it is a single, cohesive test-migration change, whereas PR #45932 is a mixed, noisy PR spanning workflow and multiple model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs are about different changes\u2014#45932 mixes CI/workflow and model edits, while #46100 adds ViT tests/migration files. They do not share the same concrete code-path fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 38, + "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": "df3d6083f47ff6f2039f98d7367fd18a24934ef378482cfc4334eba41bcdc369", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are related thematically (adding SDPA/attn_implementation dispatch), but they target different model families and different concrete code paths, so they should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest of the set and touches the largest shared audio-model dispatch surface, so it is the best representative of the cluster even though it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest cluster representative because it spans multiple related speech/audio models and has the widest implementation footprint.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add attention-dispatch support, but one is for CTRL and the other for T5; these are separate model implementations with different attention code paths, not the same fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL and wav2vec2-family/audio models are unrelated concrete implementations; they share only the high-level goal of SDPA dispatch, so they are not the same underlying change." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 and wav2vec2-family models use different architectures and attention internals; these PRs are similar in purpose but not mergeable as one duplicate code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 38, + "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": "877d8983e8daa8e6b4d14a70b32814567e0d43d96fca60b75a6fa8fd6492af7e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed infrastructure files, but they are not the same change: 46126 is a focused EP + Trainer integration, while 46269 is a broad distributed branch-base sweep spanning many unrelated modules.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "46269 is the broader umbrella PR and the closest cluster representative because it spans the shared distributed files and appears to subsume the wider branch work.", + "best_issue_reason": null, + "best_pr_reason": "46126 is the cleaner, more focused PR with a single concrete feature change, making it the best representative for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files alone are not enough: 46126 targets EP+Trainer integration, while 46269 is a much larger branch-base PR touching many additional subsystems. They do not look like the same concrete fix 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": 30, + "component_count": 38, + "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-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "f851aeda0517b2a60fe88bace55b1d47e8c59329e4c23cf9227ab825075c2166", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23360, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23360, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A heterogeneous set of small workflow-chore PRs. They mostly touch different GitHub Actions files and implement different changes, so there is no strong duplicate cluster here despite the shared \"update *.yml\" pattern.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46554 is the most substantive representative: it changes the pr-ci-security-gate workflow behavior with real gating logic, rather than a one-line config tweak or comment-only update.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the strongest anchor for the cluster because it contains the clearest functional CI/security-gate change and is more representative than the other narrow workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling in self-comment CI vs security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment CI argument passing, the other changes PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different change type and code path; this is self-comment CI command piping, not pr-ci-security-gate tweaks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow file and purpose: self-comment CI message handling vs build-ci-docker-images commit-message detection." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and unrelated fixes; this is not the same underlying bug or change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner memory-monitor/token handling vs benchmark dispatch trigger; unrelated workflow behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow targets and fixes; ssh-runner hardening is unrelated to anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are unrelated to assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: ssh-runner secret handling vs PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared underlying bug; these are separate workflow hardening edits in different files." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner environment cleanup and pr-ci-security-gate comments are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but they change different jobs for different purposes; not the same bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions and assign-reviewers checkout behavior are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and code paths; permissions in anti-slop vs commit-message parsing in build-ci-docker-images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and fixes; not the same underlying issue." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers base ref checkout is unrelated to benchmark trigger expansion." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and changes; no shared concrete code-path problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout adjustment is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow trigger change and build-ci message parsing are separate concerns." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "These are unrelated workflow changes in different files with different behavior." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; build-ci image tag detection is unrelated to PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and change intent; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci docker-image tag parsing and pr-ci-security-gate comments are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete changes: one adds file-change checks, the other adjusts permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes security-gate behavior; the other only adds explanatory comments, so they are not the same underlying change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic vs comment-only note; not a duplicate change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflows and fixes; build-ci parsing is not the same as pr-ci-security-gate documentation notes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow areas and no shared concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 38, + "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": "94f045f54cc70afd274839a9d13d08430dda6be319c00850dc9a90a663f8e64e", + "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 replace file-open based source introspection with safer alternatives, but they target different modules and different call sites, so they are related in theme rather than duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46152 is the broader representative: it adds a reusable source-resolution helper in import_utils and addresses the underlying file-open pattern at the utility level.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the most concrete, test-backed fix for a specific code path, but it remains a separate change from PR 46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same general motivation, but different concrete code paths: import_utils helper/source resolution versus modeling_utils _can_set_attn_implementation. They are not the same underlying bug or mergeable as one patch." + } + ] + }, + "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": 38, + "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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "fcd11ab7f2cd909b51ebe20668ebafe2a1e12b1b03cc9b026a8a0767b6a6adb0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-exact duplicates for the StaticLayer.get_seq_length type-hint fix; the cache max-len configuration PR is a separate change and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46173 is the best canonical anchor: it has the same one-file change as 46474, targets the same issue (#45987), and is the earliest/cleanest instance of the duplicate type-hint fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46173 is the strongest representative of the duplicate cluster because it precisely matches the underlying fix, has explicit issue linkage, and is not entangled with unrelated cache-length logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Both touch generation/static cache code, but they fix different problems: 46436 changes max_cache_len handling, while 46474 only adjusts StaticLayer.get_seq_length typing. Same subsystem is not enough to merge." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "These are effectively the same PR: identical cache_utils.py type-hint change for StaticLayer.get_seq_length, same issue target (#45987), and no meaningful code-path difference." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s summary is grounded in the packet: 46173 and 46474 are near-exact duplicates of the same StaticLayer.get_seq_length type-hint change, share the same file and issue target (#45987), and 46436 is a separate cache max-len fix in different files with a different issue target. The soft-edge verdicts are conservative and mergeability looks sound for 46173/46474." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 38, + "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-46236-2", + "nodes": [ + "pull_request:46236", + "pull_request:46621" + ], + "soft_pairs": [ + "pull_request:46236|pull_request:46621" + ], + "prepared_review_unit_hash": "7300c74e3136c2c0bd1f353a92aae17faf8db863da5ba97dcd86db0f06d5c510", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5922, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5922, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated documentation translations: one adds a Bengali docs tree and translated pages, while the other adds a Chinese kernels page and updates the zh table of contents. They do not describe the same bug or change, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46236 is a broad Bengali i18n docs translation, while 46621 is a narrow Chinese kernels documentation addition; they are different locale/content changes.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they address different documentation areas and different languages.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46236", + "right": "pull_request:46621", + "accept": false, + "reason": "Different translation efforts and different content scope (Bengali docs bundle vs Chinese kernels page). They do not fix or introduce 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": 34, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "1615a3f935d0dc25746d7b02afdebade8bb363f8cb4cf81902cb327bc2ec691d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same sliding-window boundary bug in Moonshine streaming; 46546 is the broader, more complete fix and also adds tests. The extra Gemma4 hunk appears to be the same off-by-one issue in a related implementation, so the pair is close enough to cluster as overlapping fixes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "46546 is the stronger canonical PR because it includes the Moonshine streaming boundary fix, extends the same correction to Gemma4, and adds test coverage. 46310 is a narrower subset of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "46546 is the best representative of the underlying change set: same boundary correction, broader coverage, and tests, making it more complete than 46310.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Accept: both address the same off-by-one right-window boundary bug in Moonshine streaming; 46546 subsumes 46310\u2019s Moonshine fix and adds the same correction elsewhere, so they are overlapping fixes for the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 38, + "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": "182a2c94dc3f6b4d1a924c30da264307671d1781cd47deba45c6794c4bad3515", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5939, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open pull requests were grouped together, but they address unrelated work: one adds multimodal support to continuous batching, the other adds the HunYuan VL model and its docs/tests. The soft similarity is superficial and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for the pair: the changes are on different code paths and would not plausibly be merged into one PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the better representative PR because it is a self-contained feature addition with broad implementation, docs, and tests; 46376 is a separate draft infrastructure change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Reject: these are different features. 46376 changes continuous batching internals for multimodal support, while 46417 adds a specific HunYuan VL model stack with docs, auto-mapping, processors, and tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "0ef0dc407fe0cc56b8d40994f21f15bbd1712990ce131e648499350a8f7db91f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer changes, but they are not the same underlying change: one is a code relocation/refactor for MistralConverter, the other adds tekken tokenizer detection/conversion/save support. I would not duplicate-triage them together.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the better canonical representative because it contains the main functional change: tekken tokenizer detection, conversion, and save utilities. PR 46603 is primarily a structural move of MistralConverter into the integrations package.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the strongest standalone PR in the cluster since it introduces the concrete new tokenizer behavior; PR 46603 is an adjacent refactor rather than the same fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Same subsystem, but different changes: 46603 relocates MistralConverter, while 46604 adds tekken tokenizer support and related utilities. They do not fix the same concrete bug and would not naturally 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": 37, + "component_count": 38, + "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-46615-2", + "nodes": [ + "pull_request:46615", + "pull_request:46639" + ], + "soft_pairs": [ + "pull_request:46615|pull_request:46639" + ], + "prepared_review_unit_hash": "623cb87b3fb1e339140884de2d0b2fa181f4d4c8dc3edc0cba163a9b3726af9e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same generation/beam-search cache reordering bug in transformers and point to the same issue, with 46615 being the more complete fix and 46639 a narrower variant.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46612 is the shared explicit target for both PRs and appears to be the underlying bug report driving the work.", + "canonical_pr_reason": "PR 46615 is the stronger canonical PR because it implements the broader cache-reorder fix with helper logic and tests, covering non-standard cache types directly.", + "best_issue_reason": "Issue 46612 is the only issue in the cluster and is the central reference for the bug being fixed.", + "best_pr_reason": "PR 46615 is the best representative because it provides the more complete, test-backed implementation for the beam-search cache reorder problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46615", + "right": "pull_request:46639", + "accept": true, + "reason": "Both PRs fix the same underlying beam-search cache reordering bug for non-standard cache types in generation/utils.py, share the same issue target 46612, and could plausibly be merged into one change set." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46612, both modify generation/utils.py to address beam-search cache reordering, and 46615 is reasonably characterized as the more complete, test-backed fix. The soft-edge accept is conservative enough, and the pair looks mergeable as alternate implementations of the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46616-2", + "nodes": [ + "pull_request:46616", + "pull_request:46638" + ], + "soft_pairs": [ + "pull_request:46616|pull_request:46638" + ], + "prepared_review_unit_hash": "488cccfc5f03b1e05ab9a04e4ff9c4566630de2406b6b1e39904bc4d88b8d779", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same Wav2Vec2 phonemizer language-state bug and the same issue, with nearly identical test coverage; 46638 is the better representative because it updates the cached language after backend reinitialization, matching the intended restore flow.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46638 is the cleaner canonical PR: it fixes the same stale phonemizer_lang state bug but places the assignment after init_backend, which better matches restoring language state when switching back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46638 most clearly and plausibly fixes the concrete code path in phonemize by restoring self.phonemizer_lang after backend switching; 46616 is the same bug theme but uses a less convincing assignment order.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46616", + "right": "pull_request:46638", + "accept": true, + "reason": "Both PRs address the same stale phonemizer_lang bug in the same method, touch the same files, and are alternative implementations of one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46614, touch the same tokenizer and test file, and differ only in the ordering of the stale `phonemizer_lang` update relative to `init_backend()`. The soft-edge accept is conservative because these look like alternative implementations of the same bugfix and can reasonably be treated as one PR cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/manifest.json b/snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..98bf1ff6a8a7fcaed62b50eb4e97f93fa1d7a129 --- /dev/null +++ b/snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260614t060034z", + "artifacts": { + "hybrid": "snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-14T06:04:52Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260614T060034Z", + "variant": "hybrid" +} diff --git a/snapshots/20260614T060034Z/manifest.json b/snapshots/20260614T060034Z/manifest.json index a4c5a45a9b67e2a64adb962563236537cc254ffd..9c926f9bf4858b55b5ff81375ca5376268163d3c 100644 --- a/snapshots/20260614T060034Z/manifest.json +++ b/snapshots/20260614T060034Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 43 }, "extracted_at": "2026-06-14T06:00:34Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260614t060034z", + "runs": { + "hybrid-model-20260614t060034z": { + "analysis_id": "hybrid-model-20260614t060034z", + "artifacts": { + "hybrid": "snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260614T060034Z/analysis-runs/hybrid-model-20260614t060034z/manifest.json", + "model": null, + "published_at": "2026-06-14T06:04:52Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260614T060034Z", "watermark": {