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"right_ranges": [ [ - 1, - 266 + 1103, + 1118 ] ] }, { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "filename": "src/transformers/models/pp_formulanet/modular_pp_formulanet.py", "left_ranges": [ [ - 1, - 15 + 488, + 501 ] ], "right_ranges": [ [ - 1, - 1734 + 488, + 503 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-46509-5", - "summary": "Cluster of 5 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47143, - "issue_numbers": [], - "pr_numbers": [ - 46509, - 47143, - 47163, - 47301, - 47387 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ + }, { - "left_pr_number": 46509, - "right_pr_number": 47143, - "code_similarity": 0.254, - "size_similarity": 0.793, - "file_overlap": 0.071, - "area_overlap": 0.143, - "patch_similarity": 0.161, + "left_pr_number": 46958, + "right_pr_number": 47090, + "code_similarity": 0.397, + "size_similarity": 0.257, + "file_overlap": 0.273, + "area_overlap": 0.598, + "patch_similarity": 0.362, "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/auto/auto_mappings.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 412, - 418 - ], - [ - 1077, - 1083 + 22, + 28 ], [ - 1206, - 1212 + 638, + 645 ] ], "right_ranges": [ [ - 412, - 418 - ], - [ - 975, - 981 + 637, + 649 ] ] }, { - "filename": "src/transformers/models/auto/modeling_auto.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1097, - 1103 + 16, + 22 + ], + [ + 501, + 508 ] ], "right_ranges": [ [ - 348, - 354 - ], - [ - 1960, - 1966 + 500, + 512 ] ] - } - ] - }, - { - "left_pr_number": 46509, - "right_pr_number": 47163, - "code_similarity": 0.006, - "size_similarity": 0.012, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.024, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46509, - "right_pr_number": 47301, - "code_similarity": 0.01, - "size_similarity": 0.013, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.047, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46509, - "right_pr_number": 47387, - "code_similarity": 0.038, - "size_similarity": 0.119, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.095, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.009, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "shared_filenames": [], - 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"shared_file_areas": [] - }, - { - "left_pr_number": 47301, - "right_pr_number": 47387, - "code_similarity": 0.03, - "size_similarity": 0.105, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.059, - "shared_filenames": [], - "shared_file_areas": [] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ], + "right_ranges": [ + [ + 175, + 224 + ] + ] + } + ] } ] }, { - "cluster_id": "cluster-47332-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #47333.", + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 47333, - "canonical_pr_number": 47336, + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, "issue_numbers": [ - 47332, - 47333 + 41211 ], "pr_numbers": [ - 47336, - 47383 + 41356, + 44339 ], "evidence_types": [ - "closing_reference", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { - "left_pr_number": 47336, - "right_pr_number": 47383, - "code_similarity": 0.019, - "size_similarity": 0.091, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.005, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] } ] }, @@ -1909,6 +3533,58 @@ } ] }, + { + "cluster_id": "cluster-47175-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47298, + "issue_numbers": [], + "pr_numbers": [ + 47175, + 47294, + 47298 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47175, + "right_pr_number": 47294, + "code_similarity": 0.008, + "size_similarity": 0.032, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47175, + "right_pr_number": 47298, + "code_similarity": 0.019, + "size_similarity": 0.043, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.067, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47294, + "right_pr_number": 47298, + "code_similarity": 0.153, + "size_similarity": 0.732, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.044, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -2475,58 +4151,6 @@ } ] }, - { - "cluster_id": "cluster-47096-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47096, - "issue_numbers": [], - "pr_numbers": [ - 47096, - 47306, - 47367 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47096, - "right_pr_number": 47306, - "code_similarity": 0.169, - "size_similarity": 0.78, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.089, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47367, - "code_similarity": 0.025, - "size_similarity": 0.097, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.04, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47306, - "right_pr_number": 47367, - "code_similarity": 0.021, - "size_similarity": 0.076, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.041, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-46305-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", @@ -2779,29 +4403,29 @@ ] }, { - "cluster_id": "cluster-47175-2", + "cluster_id": "cluster-47306-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47298, + "canonical_pr_number": 47367, "issue_numbers": [], "pr_numbers": [ - 47175, - 47298 + 47306, + 47367 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47175, - "right_pr_number": 47298, - "code_similarity": 0.019, - "size_similarity": 0.043, + "left_pr_number": 47306, + "right_pr_number": 47367, + "code_similarity": 0.021, + "size_similarity": 0.076, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.067, + "patch_similarity": 0.041, "shared_filenames": [], "shared_file_areas": [] } @@ -3240,6 +4864,35 @@ } ] }, + { + "cluster_id": "cluster-46504-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46716, + "issue_numbers": [], + "pr_numbers": [ + 46504, + 46716 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3533,14 +5186,6 @@ 47139 ], "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47332-4", - "canonical_issue_number": 47333, - "duplicate_issue_numbers": [ - 47332 - ], - "reason": "Issues in cluster-47332-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -3563,13 +5208,26 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-3", - "canonical_pr_number": 47322, + "cluster_id": "cluster-43451-15", + "canonical_pr_number": 47291, "duplicate_pr_numbers": [ - 43451 + 43451, + 45157, + 46509, + 46836, + 47003, + 47143, + 47163, + 47166, + 47210, + 47292, + 47301, + 47322, + 47336, + 47387 ], - "target_issue_number": 47321, - "reason": "PRs in cluster-43451-3 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-43451-15 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -3652,16 +5310,13 @@ "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-46509-5", - "canonical_pr_number": 47143, + "cluster_id": "cluster-46504-2", + "canonical_pr_number": 46716, "duplicate_pr_numbers": [ - 46509, - 47163, - 47301, - 47387 + 46504 ], "target_issue_number": null, - "reason": "PRs in cluster-46509-5 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -3683,16 +5338,6 @@ "target_issue_number": 46894, "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-47096-3", - "canonical_pr_number": 47096, - "duplicate_pr_numbers": [ - 47306, - 47367 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47096-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-47123-2", "canonical_pr_number": 47123, @@ -3712,13 +5357,14 @@ "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-47175-2", + "cluster_id": "cluster-47175-3", "canonical_pr_number": 47298, "duplicate_pr_numbers": [ - 47175 + 47175, + 47294 ], "target_issue_number": null, - "reason": "PRs in cluster-47175-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47175-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47282-2", @@ -3730,13 +5376,13 @@ "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47332-4", - "canonical_pr_number": 47336, + "cluster_id": "cluster-47306-2", + "canonical_pr_number": 47367, "duplicate_pr_numbers": [ - 47383 + 47306 ], - "target_issue_number": 47333, - "reason": "PRs in cluster-47332-4 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-47306-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47429-3", @@ -3764,9 +5410,9 @@ "score": 182.0 }, "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 + "cluster_id": "cluster-43451-15", + "pr_number": 47291, + "reason": "PR #47291 is the strongest global PR candidate because it is open, belongs to a cluster with 15 artifacts, links to 1 issues, and carries 7 review/discussion events.", + "score": 288.968 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index fdabdef7912f35457f37d6186120b6c4c5941688..03f952e3de27e78a7e1bbf8e8eaa33e658cbe7b2 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": "20260721T060018Z", - "generated_at": "2026-07-21T06:15:09Z", + "snapshot_id": "20260721T120029Z", + "generated_at": "2026-07-21T12:17:23Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:24643", "issue:30277", @@ -86,8 +86,8 @@ "issue:43638|issue:44805", "issue:43638|issue:46165", "issue:43596|issue:44805", - "issue:44805|issue:46294", "issue:46165|issue:46468", + "issue:44805|issue:46294", "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:34634|issue:35545", @@ -125,14 +125,14 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "1b6f1566d5de3821abc767cf96c50cf01873b44348a87cfc903e0678e17740c8", + "prepared_review_unit_hash": "c3f0733f3faf3108311db38eaff747a2f6f2a23d253c5ebbf15e5f377281d3be", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, @@ -147,297 +147,249 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous training/model bugs, with two credible duplicate pockets: ZeRO-3 BERT init (43596/43638) and Qwen3_5Moe rotary embedding materialization (45859/45902). The torch 2.4.1 / transformers pair (45800/46515) is too weakly evidenced to call an exact duplicate.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43638 is the strongest exact-duplicate anchor: 43596 describes the same ZeRO-3 BERT empty-tensor / index-out-of-bounds initialization failure.", + "summary": "This cluster is mostly a grab bag of unrelated model/runtime issues. I found one strong duplicate pair around DeepSpeed ZeRO-3 + BertModel index errors; the rest are not the same concrete bug/change. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43596 is the clearest representative of the confirmed duplicate pair: it states the exact ZeRO-3/BertModel index-out-of-bounds failure in a concise form, and the paired issue adds only a minor wording variation.", "canonical_pr_reason": null, - "best_issue_reason": "43638 is the best global issue representative because it anchors the clearest confirmed duplicate pocket, while most of the surrounding cluster is unrelated.", + "best_issue_reason": "issue:43596 is the best issue to keep as canonical because it most directly describes the shared failure mode and appears to be the cleaner original report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a missing config attribute and the other is a streaming chat/completions failure; different bugs." + "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and failure modes: GPT-OSS AMD GPU support vs an MPS histogram kernel error." + "reason": "Unrelated backends and errors: AMD GPU model failure vs MPS histogram op missing for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model stacks and symptoms; a dtype mismatch in Mistral-3 is not the same bug as GPT-OSS failing on AMD GPUs." + "reason": "Different issue types and code paths: image-preprocessor dtype mismatch vs AMD GPU model loading/runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS AMD GPU failure are unrelated." + "reason": "Both are dtype-related, but they are different models and likely different failure sites." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Both are runtime failures, but they concern different models and code paths, not the same underlying bug." + "reason": "Different models/examples and no shared concrete bug path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Different model families and error types; not the same underlying bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO3 collective mismatch is unrelated to a ModernBERT ONNX export error." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8Config failure are different model/runtime problems." + "reason": "Different model/export failures with no shared code-path evidence." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device map cuda assert are unrelated failures." + "reason": "ONNX export error vs auto device-map cuda assert; different failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are different issue types and different fixes." + "reason": "Task crash vs documentation cleanup; not the same bug/change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to a missing GenerationMixin import." + "reason": "ONNX export issue and GenerationMixin import error are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 embedding unpacking under TRL SFT trainer is not the same as resume-training with trust_remote_code." + "reason": "TRL SFT unpacking failure and resume/trust-remote-code issue are different training paths." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training trust_remote_code and YOLO multi-GPU device_map issues are unrelated." + "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they reference different removed docs entries and different cleanup work." + "reason": "Both are docs regressions, but they concern different removed content and are not the same change." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch is unrelated to Gemma4 PLE device mismatch." + "reason": "Mask-shape mismatch is not the same as Gemma4 PLE device-mapping failure." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 BERT init failure and a mask/indexing shape mismatch are different bugs." + "reason": "Both are IndexError-like, but one is ZeRO-3/Bert loading and the other is a mask/tensor shape mismatch." }, { - "left": "issue:43638", - "right": "issue:46165", - "accept": false, - "reason": "ZeRO-3 BERT init failure is unrelated to the resume-training trust_remote_code issue." + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 + BertModel index-out-of-bounds failure, with only minor wording differences about pretrained state." }, { - "left": "issue:43596", - "right": "issue:44805", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Both are tensor/indexing errors, but the affected models and code paths differ." + "reason": "Liger Kernel cross-entropy usage and GPT-OSS TP failure are different problems." }, { - "left": "issue:44805", - "right": "issue:46294", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Mask/index shape mismatch is not the same as Qwen3.5 video token / feature mismatch." + "reason": "Detokenization regression and LoRA merge/save/reload mismatch are different bugs." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:34928", + "right": "issue:35308", "accept": false, - "reason": "Resume-training with remote code and a broken Nemotron example are unrelated." + "reason": "Different distributed-training failures: activation checkpointing/FSDP mismatch vs IterableDataset length crash." }, { - "left": "issue:44560", - "right": "issue:46165", + "left": "issue:44292", + "right": "issue:44457", "accept": false, - "reason": "Qwen3-vl video StopIteration and resume-training trust_remote_code are different bugs." + "reason": "NVFP4 runtime error and LoRA merge inconsistency are unrelated." }, { - "left": "issue:34634", - "right": "issue:35545", + "left": "issue:44841", + "right": "issue:46661", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are separate issues." }, { - "left": "issue:30277", - "right": "issue:43638", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures are different and not mergeable into one fix." + "reason": "Both involve DeepSpeed, but the concrete failures and code paths differ." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device map failure are unrelated." + "reason": "Different models and device-mapping contexts; no same underlying bug shown." }, { "left": "issue:34928", - "right": "issue:44805", + "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and mask indexing shape mismatch are different distributed-training bugs." + "reason": "FSDP checkpointing shape mismatch and CUDA assert on auto device mapping are unrelated." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram kernel error and YOLO device_map auto failure are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36331", - "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to a Trainer API signature change." - }, - { - "left": "issue:45859", - "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding path; both indicate broken device/materialization handling of rotary embedding state under offload/meta-to-empty flows." - }, - { - "left": "issue:43638", - "right": "issue:45161", - "accept": false, - "reason": "ZeRO-3 BERT init failure and GPT-OSS tensor-parallel failure are different bugs." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "Same as above: different model and failure mode." - }, - { - "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:45237", - "accept": false, - "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different bugs." - }, - { - "left": "issue:39290", - "right": "issue:45081", - "accept": false, - "reason": "Gemma3TextConfig missing attribute and Mistral tokenizer regex patch crash are unrelated." + "reason": "MPS histogram limitation and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": false, - "reason": "The titles are similar, but 46515 only says torch 2.4.1 incompatibility and does not establish the same transformers 5.8.0-specific bug or fix path." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP activation checkpointing mismatch and Qwen3 cuda assert are different failures." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Gemma4 PLE device mismatch and Gemma4 inputs_embeds reverse lookup are separate issues." + "reason": "Both mention torch 2.4.1 compatibility, but the titles are too generic to confirm the same concrete failure mode." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 error are different version/model issues." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are different reports." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm torch dynamo tracing failure and Mistral-3 dtype mismatch are different bugs." + "reason": "Mixtral torch-dynamo grouped_mm error and Mistral-3 image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." + "reason": "Different model families and different dtype/runtime failure contexts." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and MPS histogram kernel error are unrelated." + "reason": "Image-preprocessor dtype mismatch vs MPS histogram op issue are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram kernel error are unrelated." + "reason": "GraniteMoE invalid method call and MPS Int histogram limitation are different bugs." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL SFT embedding unpacking are different issues." + "reason": "NVFP4 runtime error and TRL SFT input embedding unpacking failure are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure mechanisms." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Unpacking Qwen3.5 embeddings in TRL and GPT-OSS TP failure are not the same underlying issue." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy usage and Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking failure are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and BERT ZeRO-3 init failure are only broadly similar; the concrete bugs differ." + "reason": "Gemma3 ZeRO-3 loading IndexError and BertModel ZeRO-3 IndexError are similar in shape, but they involve different model families and likely different code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering read is conservative and mostly grounded, but one soft-edge accept is too strong for the packet. In particular, issue:45800 vs issue:46515 is described as an exact duplicate even though the packet only shows similar incompatibility titles; 46515 does not explicitly mention transformers 5.8.0, so 'exact same' overstates the evidence. The Qwen3.5 rotary-embedding pair is more defensible as a likely duplicate, and most other rejections look appropriately cautious, but the overconfident 45800/46515 verdict means I would not accept this review as-is." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted pair, issue:43596 vs issue:43638, is supported by near-identical ZeRO-3/BertModel IndexError titles, while the other soft pairs are rejected with appropriately cautious reasoning. No PRs are present, and the summary does not overstate evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -453,7 +405,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:30277", "issue:34928", @@ -501,7 +453,8 @@ "issue:46402", "issue:46772", "issue:46901", - "issue:47394" + "issue:47394", + "issue:47448" ], "soft_pairs": [ "issue:43827|issue:44512", @@ -515,13 +468,14 @@ "issue:43296|issue:46304", "issue:39290|issue:41720", "issue:43866|issue:46402", - "issue:44589|issue:46304", "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:44841|issue:47448", "issue:41762|issue:43596", "issue:43039|issue:44560", "issue:43901|issue:44512", - "issue:44841|issue:45823", "issue:45823|issue:46294", + "issue:44841|issue:45823", "issue:43975|issue:46015", "issue:45020|issue:46304", "issue:43866|issue:46772", @@ -529,247 +483,229 @@ "issue:35308|issue:42617", "issue:45812|issue:45920", "issue:43872|issue:46304", - "issue:39290|issue:43531", "issue:44292|issue:46015", "issue:46901|issue:47394", + "issue:39290|issue:43531", "issue:43866|issue:44863", "issue:41093|issue:43638", "issue:43792|issue:45901", - "issue:43425|issue:45070", - "issue:43854|issue:43866" + "issue:43854|issue:43866", + "issue:43425|issue:45070" ], - "prepared_review_unit_hash": "acdfc73bf66d72ebcab8bdf0dfae14b3bb4f794f2178ea915420c5f575e91b64", + "prepared_review_unit_hash": "ea7126327cd3db397fbf93dc7b6294a97180b36a0ca64e7b6331c3c25502a8df", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37799, + "estimated_input_tokens": 9450, + "estimated_eval_tokens": 19156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items split into mostly unrelated issues, with two clear duplicate subclusters: a v5 AutoTokenizer wrong-token-ID regression and a DeepSpeed ZeRO-3 zero-size loading/index error. I only accepted soft edges where the titles describe the same concrete bug; most others are broad subsystem similarities, not true duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the tokenizer regression, covering multiple models rather than a single Granite-only case.", + "summary": "This cluster is mostly heterogeneous rather than one duplicate set. Two pairs look like genuine duplicates: the DeepSpeed ZeRO-3 zero-length/index-out-of-bounds load failure, and the v5 AutoTokenizer wrong-token-IDs regression across multiple model families. The rest are distinct bugs or docs issues.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into unrelated subtopics. If one issue has to represent the strongest duplicate subgroup, issue 45920 is the best umbrella for the broad AutoTokenizer regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best captures the shared underlying v5 AutoTokenizer bug and is the strongest canonical issue for the accepted duplicate family.", + "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it describes a broad, clearly scoped regression affecting multiple model families and can subsume the narrower Granite report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs bugs, but they concern different removed commands and different pages." + "reason": "Both are docs complaints, but they concern different removed APIs and different pages; not the same underlying bug/change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Unrelated runtime errors: autocast dtype mismatch vs MPS histogram_int limitation." + "reason": "Different failures: autocast dtype mismatch on Phi-tiny-MoE vs MPS histogram not implemented for Int." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different bugs in different code paths: Liger cross-entropy vs autocast dtype mismatch." + "reason": "Liger Kernel cross_entropy behavior is unrelated to the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different failures: collective mismatch under ZeRO-3 vs trainer API kwarg mismatch." + "reason": "Distributed collective mismatch vs a CustomTrainer kwarg signature error; different code paths." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpoint/FSDP size mismatch and GenerationMixin import error are unrelated." + "reason": "Activation-checkpoint/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU backend support issue vs documentation maintenance; not the same bug." + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different concrete failures: kernel call behavior vs mask/tensor shape mismatch." + "reason": "Liger Kernel cross_entropy issue is not the same as the mask/tensor shape mismatch." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version compatibility, but the affected environment and failure mode differ." + "reason": "Both mention version compatibility, but they describe different incompatibilities and different failure modes." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM model loading failure is unrelated to the distributed-support regression." + "reason": "PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different symptoms: missing config attr vs CUDA assert." + "reason": "Different model/runtime problems: missing sliding_window_pattern vs cudaErrorAssert with auto device mapping." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and weights-not-loaded are distinct model-loading problems." + "reason": "Corrupted Ovis2 checkpoint is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different failures in different areas: AMD GPU support vs table-question-answering crashes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage-class lookup failure is unrelated to USE_DISTRIBUTED=0 support." + "reason": "Float8 storage lookup error is unrelated to the distributed-build support regression." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:44841", + "right": "issue:47448", "accept": false, - "reason": "AMD GPU incompatibility and table QA crash are unrelated." + "reason": "Different model-loading/processing issues: Voxtral processor failure vs Gemma4 arch recognition." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both describe the same ZeRO-3 loading bug leading to zero-sized tensors and index-out-of-bounds failures." + "reason": "Both describe the same DeepSpeed ZeRO-3 index-out-of-bounds/size-0 failure during model loading, just on different model classes." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Cross-entropy kernel behavior and video StopIteration are unrelated." + "reason": "Cross-entropy invocation under Liger Kernel is unrelated to the Qwen3-vl video StopIteration error." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different documentation mismatches about different APIs/commands." + "reason": "Both are docs issues, but they concern different API removals and different documentation pages." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "Processor loading failure and device_map forward mismatch are different bugs." + "reason": "Different problems: device_map forward-device mismatch vs video feature/token mismatch in chat template processing." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Device placement error and chat-template video-token mismatch are different concrete issues." + "reason": "Processor failure and Gemma4 PLE device mismatch are separate model-specific issues." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug and docs cleanup are unrelated." + "reason": "Tokenizer detokenization bug is unrelated to outdated RAG examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and distributed-build support regression are separate compatibility issues." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 breakage are different regressions." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption is unrelated to NVFP4 compatibility." + "reason": "Checkpoint corruption and NVFP4 compatibility are not the same bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint loading failure vs outdated examples are unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to docs about RAG." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "Both are distributed-training related, but the failure modes and root causes differ." + "reason": "IterableDataset multi-GPU crash and 3d_parallel.py execution failure are not the same concrete issue." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer wrong-token-ID regression; 45920 is just the broader multi-model report." + "reason": "Both report the same v5 AutoTokenizer token-ID regression across multiple model families; 45920 is the broader umbrella report." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes kwarg incompatibility is unrelated to the distributed-support issue." - }, - { - "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Both mention sliding_window, but one is a missing config field and the other is a different model behavior issue." + "reason": "bitsandbytes Int8Params kwarg incompatibility is unrelated to the distributed-support regression." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:46901", + "right": "issue:47394", "accept": false, - "reason": "NVFP4 runtime failure and docs issues are unrelated." + "reason": "Both are training-loss shifting bugs, but they are model-specific and not clearly the same code-path problem." }, { - "left": "issue:46901", - "right": "issue:47394", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Similar loss-shift theme, but different models and the second adds cross-row leakage; not clearly the same code path." + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a model-specific sliding-window issue." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with different symptoms and likely different causes." + "reason": "Corrupted checkpoint vs inability to load checkpoints are different failure causes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "The error strings differ and the reports point to different failure modes, despite both involving ZeRO-3." - }, - { - "left": "issue:43792", - "right": "issue:45901", - "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "Torch/transformers version incompatibility and pydantic config-field breakage are different regressions." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Unit-test load failure and checkpoint corruption are distinct problems." + "reason": "Both are IndexError-style training/load failures, but the shapes and contexts differ and they do not read as the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge judgments are conservative. The two accepted duplicate pairs are well supported by the issue titles: 45812/45920 are both AutoTokenizer wrong-token-ID regressions, and 41762/43596 are both DeepSpeed ZeRO-3 zero-size/index errors. The remaining rejections avoid overstating similarity and mostly distinguish different concrete failure modes or different docs pages." + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the issue titles and descriptions, and the summary correctly treats the rest as heterogeneous. No obvious overstatement or mergeability problem." }, "evaluator_used": true, "retried": false, @@ -788,7 +724,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:36010", "issue:39186", @@ -842,8 +778,8 @@ "soft_pairs": [ "issue:43541|issue:47228", "issue:43792|issue:45070", - "issue:43596|issue:45800", "issue:43975|issue:45901", + "issue:43596|issue:45800", "issue:43541|issue:46869", "issue:45362|issue:45464", "issue:44292|issue:45901", @@ -869,8 +805,8 @@ "issue:43531|issue:45070", "issue:46869|issue:47228", "issue:44387|issue:45005", - "issue:45020|issue:45800", "issue:45507|issue:47228", + "issue:45020|issue:45800", "issue:43716|issue:46294", "issue:44479|issue:46294", "issue:41093|issue:43596", @@ -882,274 +818,286 @@ "issue:39186|issue:44918", "issue:43716|issue:44918" ], - "prepared_review_unit_hash": "01f16fb93b739e733167088262eb9746d9f1c19c011e73d14a69dc137c12e8f3", + "prepared_review_unit_hash": "be05cf31c9fb1649da9f40261674f6420f35e53e6f02b802479dace850ee4a41", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39844, - "estimated_input_tokens": 9961, - "estimated_eval_tokens": 20178 + "serialized_chars": 39848, + "estimated_input_tokens": 9962, + "estimated_eval_tokens": 20180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and cross-cutting: most pairs share only broad keywords like dtype, index, or Qwen/Gemma without the same code path. Only one soft edge looks like a true duplicate-level match: the Qwen3.5 video-input regression pair (44479/46294).", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44479 is the best anchor here because it describes a concrete, reproducible Qwen multimodal regression and has the strongest duplicate-like follow-up in the supplied pairs.", + "summary": "This cluster is mostly heterogeneous; most pairs are different bugs that merely share broad themes like indexing, multimodal loading, or config regressions. The strongest duplicate candidates are the Qwen video-input regression pair and the Siglip2 output-regression pair; everything else should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "44291 is the clearest root-cause report in the set: it names the specific `_is_hf_initialized` TypeError and the exact loading path, making it a better umbrella than downstream symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most suitable global issue anchor: it is specific, actionable, and closest to a genuine same-bug cluster among the candidates.", + "best_issue_reason": "44291 is the best issue to keep because it is explicit, actionable, and describes the underlying regression rather than a narrower manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Different model and failure mode: Mixtral torch-dynamo grouped_mm tracing vs Sam3 bf16 compilation regression." + "reason": "Different failures and models: Mixtral torch-dynamo grouped_mm error vs Sam3 bf16 compilation regression." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure vs a PretrainedConfig/pydantic compatibility break; unrelated paths." + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic regression are unrelated code paths." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "BertModel ZeRO-3 index error vs a broad torch/transformers version incompatibility report." + "reason": "DeepSeek detokenization and table-question-answering crash are different subsystems and symptoms." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Detokenization bug in v5 vs table-question-answering crash; different subsystems." + "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same bug as a torch-transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral compile/tracing issue vs YOLO multi-GPU device-map failure." + "reason": "Mixtral grouped_mm tracing error and YOLO multi-GPU device-map failure are different model/runtime problems." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same general Qwen3.5 family, but different stacks and paths: Transformers chat vs vLLM streaming API." + "reason": "Both mention Qwen3.5 chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 load failure vs table QA crash; no shared bug." + "reason": "Qwen NVFP4 runtime failure is unrelated to table-question-answering task crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config error vs Gemma4 device placement mismatch." + "reason": "Gemma3 missing `sliding_window_pattern` with vLLM is a different issue from Gemma4 device mismatch in forward." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Missing GenerationMixin import and Gemma3 sliding_window_pattern are unrelated issues." + "reason": "Importing `GenerationMixin` and Gemma3 config attribute errors are unrelated failures." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure vs MPS histogram op limitation; different code paths." + "reason": "Qwen3.5 chat streaming failure and an MPS histogram kernel error are not the same bug." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral compile bug vs MPS int histogram limitation." + "reason": "Mixtral torch-dynamo tracing and MPS MoE histogram errors are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch-dynamo grouped_mm failure vs autocast dtype mismatch; not the same bug." + "reason": "Grouped_mm tracing on Mixtral is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure vs template compilation error; unrelated." + "reason": "Voxtral processor failure and a template-node compilation TypeError do not share a concrete code path." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoE invalid method vs YOLO multi-GPU device-map issue." + "reason": "GraniteMoE invalid-method call and YOLO multi-GPU device-map failure are different issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head bug in Mistral3 vs corrupted Ovis2 checkpoint." + "reason": "Mistral3 tied-weight bug and an Ovis2 checkpoint corruption report are unrelated." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn2 fallback gating vs remote-code model config_class error." + "reason": "Flash-Attn2 fallback blocking and remote-code config_class errors are different regressions." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression vs generic PretrainedConfig field break; too broad to merge." + "reason": "StableLm missing `pad_token_idx` and a PretrainedConfig pydantic-field regression are distinct config bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index/shape errors, but one is mask-length mismatch and the other is DeepSpeed ZeRO-3 empty-load failure." + "reason": "Both are IndexErrors, but the mask/tensor shape mismatch is not the same as zero-sized loading under ZeRO-3." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility vs Gemma4 device-map mismatch; not the same underlying bug." + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device placement mismatch." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes constructor incompatibility vs Sam3 bf16 compilation regression." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility and a Sam3 bf16 compilation regression are not the same underlying bug." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Similar shape-error wording, but one is a mask/index mismatch and the other is TRL embedding unpacking." + "reason": "Similar-looking index errors, but one is a mask/tensor length mismatch and the other is an embedding unpacking failure with TRL." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch vs Sam3 compilation regression." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 streaming API failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are different problems." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load problem in vLLM vs GGUF gpt-oss architecture support." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-architecture issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support vs Qwen chat/streaming failure; unrelated." + "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming inference failures." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized constructor issue vs PretrainedConfig pydantic regression." + "reason": "The shared theme is config/init loading, but the specific `_is_hf_initialized` TypeError and the pydantic field regression are different bugs." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs generic config-field breakage." + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig pydantic regression are unrelated." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO device-map problem vs Sam3 bf16 compilation regression." + "reason": "YOLO multi-GPU device-map failures are unrelated to Sam3 bf16 compilation regressions." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 memory/OOM regression vs tied-weights translation-model bug." + "reason": "int4 memory/OOM regression and tied-weights translation-model issues are different code paths." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:45507", + "right": "issue:47228", "accept": false, - "reason": "Remote-code breakage and torch/transformers incompatibility are both broad version issues, but not the same concrete bug." + "reason": "GraniteMoE invalid-method calls are unrelated to Sam3 bf16 compilation regression." }, { - "left": "issue:45507", - "right": "issue:47228", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "GraniteMoE invalid method vs Sam3 compilation regression." + "reason": "Both are broad compatibility complaints, but they point to different breakages and cannot be merged safely." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal input mismatches, but image-preprocessor dtype failure and video token/feature mismatch are different bugs." + "reason": "Both are multimodal mismatches, but image-preprocessor dtype mismatch is not the same as video-token/template mismatch." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same Qwen video-input regression family with the same apply_chat_template/video-token mismatch theme; plausible same bug." + "reason": "Both describe the same Qwen video-input regression / template mismatch; 46294 looks like a narrower instance of the broader 44479 bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Two different IndexErrors with different shapes and model/loading contexts; not the same defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report Siglip2 producing bad/nonsensical text embeddings or outputs, pointing to the same underlying Siglip2 regression." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example failure vs YOLO device-map issue; unrelated." + "reason": "Nemotron example breakage and YOLO device-map failures are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping bug vs uninitialized-memory rotary embedding bug in Qwen3.5 MoE." + "reason": "Unwrapping `text_config` for composite multimodal configs is a different issue from uninitialized `inv_freq` after `to_empty(cuda)`." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue vs remote-code model loading error." + "reason": "A generic Flash Attention 2 issue is not enough to equate it with a remote-code `config_class` attribute error." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BertModel load failure vs resume-with-remote-code training issue." + "reason": "ZeRO-3/BertModel loading error and resume-training with local remote-code model are different problems." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error vs TRL embedding unpacking error." + "reason": "FSDP weight-shape error and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral multimodal dtype issue vs Qwen3.5 SFT unpacking issue." + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking are different multimodal/training bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary stays within the packet, and the only accepted soft edge (44479/46294) is plausibly the same Qwen video-input regression family based on the titles. The rejections also avoid overclaiming shared bugs from broad keyword overlap." + "feedback": "The summary is conservative and stays within the packet evidence. The two accepted duplicate pairs (44479/46294 and 43054/43994) are well-supported by closely matching model/symptom descriptions, and the remaining rejections are appropriately cautious rather than overclaiming shared root causes." }, "evaluator_used": true, "retried": false, @@ -1168,7 +1116,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:33666", "issue:35308", @@ -1243,235 +1191,235 @@ "issue:33666|issue:35308", "issue:46032|issue:47246", "issue:43872|issue:44589", - "issue:46899|issue:46932", "issue:43054|issue:45701", "issue:45920|issue:46489", + "issue:46899|issue:46932", "issue:47332|issue:47333", "issue:38175|issue:43054", "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902" ], - "prepared_review_unit_hash": "6cf6cbe577800ab6e6cdf579e4bff21e4fd6900503b160778ed04b4058616a6f", + "prepared_review_unit_hash": "5ea5fc41c441eaf9f1991a79abfa5a40013fcbea70b162606815c7e6e9ca8974", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37135, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "serialized_chars": 37131, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated issues, with a few clear duplicate families around non-persistent buffer initialization, cache sequence-length return types, offloading save failures, and a couple of model-specific regressions.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43644 is the clearest root-cause report in the non-persistent-buffer regression family: it states the broad bug plainly and matches nearby duplicates like 43950/44534.", + "summary": "This cluster is mostly heterogeneous. The clear duplicate subgroups are the v5 non-persistent-buffer regression, the cache/get_seq_length return-type bug, the Gemma4 quantized embedder dtype-cast bug, and the disk-offloaded Qwen save failure; the rest are distinct issues.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the center of the strongest duplicate chain (43644 \u2194 43950 \u2194 44534) and gives the clearest description of the v5 non-persistent-buffer regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest single representative issue overall: broad, specific, and already has close duplicate reports that point to the same regression.", + "best_issue_reason": "issue:43950 is the best canonical issue for the cluster\u2019s only sizeable duplicate subgroup: it is specific, well-scoped, and links the later duplicate reports cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Different failures: notebook custom-model init vs flash-attn2 fallback gating." + "reason": "Different failures: custom-model notebook initialization vs blocked flash-attn2 fallback logic." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms; both are perplexity-related but not the same bug." + "reason": "Both are model-specific complaints, but the reported symptoms and root causes do not match." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn2 fallback checks." + "reason": "FP8/Qwen3Moe loading failure is unrelated to flash-attn2 fallback gating." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Different tied-weight issues in different model families; not the same concrete bug." + "reason": "Mistral3 weight-tying bug is distinct from the broader translation-model tied-weights issue." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both describe the same remote-code/custom-module path collision class causing the wrong module to load." + "accept": false, + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is a wrong-module reload after save_pretrained." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights regressions." + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Different problems: iterable-dataset multi-GPU crash vs CustomTrainer compute_loss signature mismatch." + "reason": "IterableDataset multi-GPU crash and CustomTrainer compute_loss signature mismatch are separate trainer problems." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated DSA/indexer discussion vs docs cleanup." + "reason": "DSA indexer discussion is unrelated to the removed docs command issue." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to the removed CLI command doc issue." + "reason": "A typo in cache strategies is not the same as a removed run command in docs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/trainer failures with no clear shared code path." + "reason": "TRl SFT embedding unpacking and GraniteMoE invalid method are different concrete failures." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache crash is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to the tied-weights regression." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different tokenizer/runtime problems on different models." + "reason": "DeepSeek-Coder tokenizer output and Qwen NVFP4 runtime error are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Both touch input validation, but the titles point to different concrete bugs and scopes." + "reason": "Generic XOR validation bug and T5 decoder-input error-message bug are not the same issue." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Multi-GPU dataset crash is unrelated to Qwen3Moe FP8 issues." + "reason": "Same broad training context, but different model and failure mode." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Model-loading failure is unrelated to tied-weights regressions." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors vs model quality regression are different issues." + "reason": "SigLIP2 docs-example errors and text-embedding quality regression are separate issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer corruption regression, just reworded." + "reason": "Same v5 non-persistent-buffer regression; both report from_pretrained filling persistent=False buffers with junk." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer bugs affecting different models/symptoms." + "reason": "Both are tokenizer regressions, but they affect different model families and have different symptoms." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected compute_loss kwarg vs ZeRO-3 loading crash are different bugs." + "reason": "Unexpected compute_loss kwarg and DeepSpeed ZeRO-3 load failure are unrelated." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same regression: non-persistent buffers get corrupted/junk-filled after load/materialization." + "reason": "Same non-persistent-buffer corruption bug in transformers v5; 43950 is the clearer duplicate report." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is not the same as the iterable-dataset crash." + "reason": "Qwen2-VL multi-GPU training and IterableDataset length mismatch are different training issues." }, { "left": "issue:46032", "right": "issue:47246", - "accept": true, - "reason": "Both describe the same Mamba2 inter-chunk recurrence bug, with NemotronH as a missing propagation of the same fix." + "accept": false, + "reason": "Mamba2 recurrence bug and NemotronH slow-path propagation bug are not the same code-path problem." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage incompatibilities with different failure modes." - }, - { - "left": "issue:46899", - "right": "issue:46932", - "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is an explicit follow-up/dup of the same fix." + "reason": "Different quantization incompatibilities: Int8Params kwarg mismatch vs missing Float8 storage." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Different tokenizer-related complaints; not the same concrete bug." + "reason": "SigLIP2 text-embedding quality and version-dependent tokenization are unrelated." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "General AutoTokenizer regression vs a specific DeepSeek-Coder tokenizer bug." + "reason": "Both concern tokenizer regressions, but the affected models and failure descriptions are not specific enough to call them the same bug." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized embedder dtype-casting bug; the right issue explicitly notes it is the same as the other report." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same offloading save failure for disk-offloaded Qwen3 models, just on different model variants." + "reason": "Same disk-offloaded Qwen save failure across two Qwen3 variants; same offloading/save_pretrained code path." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded embeddings; not the same bug." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a text-embedding quality comparison." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Torch autocast dtype mismatch and RLHF NaN from position_ids are different failure mechanisms." + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 RLHF gradient explosion are different failures." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache API contract issue: get_seq_length returns the wrong tensor form instead of an int." + "reason": "Same cache API contract bug: get_seq_length returns a Tensor instead of an int, breaking static-cache arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer initialization regression; 45902 is a model-specific manifestation." + "accept": false, + "reason": "Non-persistent-buffer corruption and Qwen3_5Moe rotary embedding uninitialized-memory read are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is generally grounded in the packet and the soft-edge verdicts stay conservative. The accepted pairs mostly have clear title-level overlap in the same bug family (non-persistent buffers, cache length contract, Gemma4 dtype casting, offloading save failures, and related custom-module loading issues). I don\u2019t see a clear overstatement that would warrant rejection." + "feedback": "The summary is well-grounded in the packet and stays conservative. The accepted duplicate subgroups are supported by the issue titles, and the rejected pairs are generally framed as distinct failure modes without overclaiming." }, "evaluator_used": true, "retried": false, @@ -1490,7 +1438,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:24643", "issue:28530", @@ -1555,18 +1503,18 @@ "issue:44991|issue:45399", "issue:42947|issue:43856", "issue:45685|issue:45823", - "issue:45081|issue:45399", "issue:43824|issue:43872", + "issue:45081|issue:45399", "issue:45020|issue:45823", - "issue:44661|issue:45020", "issue:43782|issue:44960", - "issue:41553|issue:43883", + "issue:44661|issue:45020", "issue:43828|issue:45823", + "issue:41553|issue:43883", "issue:45020|issue:45356", - "issue:43872|issue:46869", "issue:42491|issue:44368", - "issue:41553|issue:43881", + "issue:43872|issue:46869", "issue:45759|issue:46661", + "issue:41553|issue:43881", "issue:45020|issue:46661", "issue:45488|issue:46489", "issue:43404|issue:43950", @@ -1574,14 +1522,14 @@ "issue:43827|issue:44509", "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "bc878288203857719e234ff00567e5a464f13f9d3e690c572e52f8c6663a3562", + "prepared_review_unit_hash": "a0ef93d124a4ed4869a7a2018880e7a5de7b90cd86e80389e1ef705029ca767d", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, @@ -1596,207 +1544,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions around model loading, tokenizers, remote-code configs, MoE/LoRA training, and a couple of docs issues. Only the two v5 pipeline-doc tickets look like the same underlying change; the rest are too model- or code-path-specific to merge as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45020 is the broadest representative: it covers the general class of recent v5 remote-code/model-loading breakages that several other issues touch, even though this cluster is not a single duplicate family.", + "summary": "This cluster is heterogeneous: it mixes remote_code/model-loading regressions, tokenizer behavior changes, config/mapping bugs, memory/offload/device-map failures, docs cleanup, and a few unrelated load errors. Issue 45020 is still the best broad representative for the remote_code breakage theme, but it should not be treated as the sole or dominant thread. The only clear duplicates from the packet are the v5 docs pipeline cleanup pair and the SigLIP2 discrepancy pair, which is plausible as the same underlying implementation mismatch.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45020 is the best canonical issue because it is the broadest representative of the remote_code/model-loading regression class, but the overall cluster is mixed rather than a single unified bug family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best overall issue to anchor the cluster because it is the clearest umbrella report, has strong discussion activity, and aligns with the dominant theme of v5 loading regressions.", + "best_issue_reason": "Issue 45020 is the best standalone issue representative for the cluster because it captures the broad user-facing remote_code regression theme without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one is a quality/regression report and the other is an HF-vs-JAX implementation discrepancy; different bugs and fixes." + "accept": true, + "reason": "Both describe the same SigLIP2 HF-vs-original implementation mismatch affecting text embeddings; this looks like one underlying bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "One is a flash-attention crash from 3D position_ids handling; the other is CPU-offload incompatibility in rotary embedding. Related model family, different code paths." + "reason": "Different failures: Flash Attention packed-sequence crash vs CPU-offload compatibility in MoE rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3_5MoE inv_freq materialization bug; completely different models and failure modes." + "reason": "Both are model/materialization bugs, but they hit different code paths and different symptoms." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load-noise complaint vs a specific model load failure for ScandiBERT; not the same underlying bug." + "reason": "Noise-only loading output vs an actual model load failure; not the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is a training-behavior issue; the other is int4 quantization causing higher reserved memory. Both memory-adjacent, but not the same bug." + "reason": "Different regressions: LoRA gradient checkpointing behavior vs int4 memory/OOM issues." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape RuntimeError and early-stopping metric selection are unrelated training issues." + "reason": "Unrelated training-time DeepSpeed weight error vs early-stopping metric configuration warning." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization regression vs AMD GPU support failure; no shared code path." + "reason": "Tokenizer detokenization bug vs AMD GPU support failure; different subsystems and fixes." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure vs Qwen3-MoE FineGrainedFP8Config failure; both loading-related, but distinct model/config bugs." + "reason": "Separate model-loading failures with different triggers and error modes." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading failures, but one is a generic transformer noise report and the other is a specific sleng-bert model load breakage." + "reason": "Generic load-noise issue vs a concrete tokenizer loading failure for a specific model." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "AutoConfig losing fields with trust_remote_code is a config-construction bug, not the broader remote-code loading regressions described in 45020." + "reason": "Related remote_code area, but one is missing AutoConfig fields and the other is broader model-loading breakage; not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for est-roberta vs flash-attn fallback blocking; unrelated subsystems." + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated code paths." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both involve training memory/perf, but one is ineffective gradient checkpointing with LoRA and the other is inefficient Qwen3 MoE memory usage." + "reason": "Both mention memory, but one is checkpointing ineffective with PEFT LoRA while the other is general Qwen3 MoE training memory use." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram op not implemented for Int vs Gemma4 device-mismatch under device_map=auto; different platform bugs." - }, - { - "left": "issue:45081", - "right": "issue:45399", - "accept": false, - "reason": "Mistral regex patch crash in tokenizer loading vs flash-attn fallback gating; no common underlying change." + "reason": "MPS histogram kernel limitation vs device-map placement mismatch; different failures." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2.5-VL import and bitsandbytes Int8Params incompatibility are unrelated breakages." + "reason": "ImportError for a missing model class vs bitsandbytes Int8Params constructor regression." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Remote-code model breakage and Gemma4 device-mapping mismatch are different issues." + "reason": "Tokenizer regex crash vs flash-attn2 fallback blocking; not the same underlying problem." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:45020", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping-name failure in add-new-model-like is a registry bug, not the broader remote-code regression." + "reason": "Broad remote_code/model-loading regression vs a specific Gemma4 device-map forward bug." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error and GLM5 are different model-specific failures." + "reason": "Different model-specific loading failures with no clear shared code path." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys in Molmo; unrelated bugs." + "reason": "Tokenizer mapping/add-new-model helper bug vs broad remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a computation issue, while Gemma4 PLE has a device placement mismatch." + "reason": "Autocast dtype mismatch vs device-map mismatch; different model/runtime issues." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Remote-code breakage vs Kimi-K2.5 tokenizer codec regression; different symptoms and fixes." + "reason": "Bad error message while loading Voxtral vs missing all_tied_weights_keys on Molmo; different fixes." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "bitsandbytes parameter init incompatibility is unrelated to YOLO multi-GPU device-map failure." + "reason": "Different tokenizer regressions in different model families, not the same bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA Qwen3-MoE incompatibility on hf4.x vs a tie_word_embeddings warning in ms-swift; same family, but not the same bug." + "reason": "A Qwen3 MoE compatibility break vs a tied-embeddings warning; related area but not the same issue." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Voxtral tokenizer error-message issue vs GLM-4V load failure; different models and failure paths." + "reason": "bitsandbytes incompatibility vs YOLO multi-GPU device-map failure; unrelated symptoms." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "AutoModel.from_config not unwrapping text_config vs remote-code models missing config_class; both model-construction issues, but not the same root cause." + "reason": "Composite-config unwrapping bug vs remote-code model_class/config_class attribute error; different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral loading message issue vs glm-4v-9b loading failure; different models and failures." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "General remote-code regressions and a specific config_class AttributeError are related only at a very high level." + "reason": "Both involve remote_code, but one is broad model-loading regression and the other is a specific loader attribute error." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "DeepSeek tokenizer pre-tokenizer override vs DeepSeek-Coder v1 detokenization regression; related model family, different tokenizer bugs." + "reason": "Separate tokenizer regressions affecting different DeepSeek families and different breakage mechanisms." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Mistral3 lm_head tying bug vs non-persistent buffer corruption in from_pretrained; unrelated code paths." + "reason": "Weight tying bug vs non-persistent buffer corruption; unrelated model-state issues." }, { "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; not mergeable as one bug." + "reason": "Opposite tokenizer performance paths with different hot spots; not a duplicate bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These are the same docs regression: outdated pipeline-task docs still reference summarization/translation/text2text-generation after v5 removals." + "reason": "Exact same v5 docs cleanup: stale pipeline-task references after pipeline removal." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM-4V load failure and Molmo tied-weights attribute error are different model-specific issues." + "reason": "Different model-loading failures for different architectures." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the one accepted soft pair (43827/44509) looks mergeable as the same docs regression. The other soft-edge rejections are generally conservative. Minor wording note: 'strong discussion activity' for 45020 is a bit stronger than the packet evidence strictly shows, but it does not materially distort the cluster assessment." + "accept": false, + "feedback": "The packet supports issue 45020 as a broad remote-code regression representative, but the writeup overstates how dominant or unified the cluster is. The items span several different themes (tokenizer regressions, config/mapping bugs, memory/offload/device-map failures, docs cleanup, and a few loading errors), so saying the cluster is mainly one remote-code/model-loading theme is too strong. The SigLIP2 pair (43054/43493) is plausible, but from the packet alone it should be framed more cautiously than a clear duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1812,7 +1760,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:24643", "issue:30064", @@ -1895,220 +1843,220 @@ "issue:43950|issue:45834", "issue:44560|issue:44918" ], - "prepared_review_unit_hash": "9133502e6ac13e37c9879c6ead242bc7481bcfb52f1ecae988d9d31d7496a5d6", + "prepared_review_unit_hash": "cd8ab8e72ebf29fb3828c7a685c85f8f4bca71b9a2ae62ba2fb04036047c67e8", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36767, - "estimated_input_tokens": 9192, - "estimated_eval_tokens": 18640 + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous overall, but there are a few plausible duplicate pairs: Qwen ZeRO-3 weight-loading regressions, Qwen/VL video-input regressions, a repeated mask-shape IndexError, and a repeated training-loss double-shift bug. Most other pairs are clearly unrelated despite superficial subsystem overlap.", - "confidence": 0.66, - "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items split into several unrelated bug groups. If one umbrella issue is needed for the strongest subgroup, issue 44479 is the best representative because it describes a concrete 5.3.0 video-input regression across multiple Qwen/VL variants.", + "summary": "This set is mostly heterogeneous, with only a few true duplicate subgroups: Qwen VL 5.3.0 video regressions, Qwen3-family DeepSpeed ZeRO-3 weight-loading failures, identical mask-shape IndexErrors, and the training-loss double-shift reports. Most other high-similarity pairs are false positives that share only a broad subsystem or model family.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the broadest concrete bug report in the set and best serves as a reusable canonical for one of the real duplicate subclusters (the 5.3.0 Qwen VL video-input regression).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best global issue for its subgroup: it states the version-specific regression clearly, spans multiple affected models, and is more umbrella-like than the narrower model-specific reports.", + "best_issue_reason": "Issue 44479 is the strongest single issue to keep: it is specific, broad in impact, and the clearest representative of an actual duplicate cluster in this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed and Qwen, but one is a weight-conversion failure and the other is a GAS gradient-averaging bug; different code paths." + "reason": "Different bugs: Qwen3-MoE weight conversion/loading under accelerate+deepspeed vs gradient averaging with GAS and model_accepts_loss_kwargs." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio/Whisper-adjacent, but the titles point to different failure modes and there is no clear shared code-path bug from the available evidence." + "reason": "Both are audio-related, but one is a general Whisper run failure and the other is a specific fbank feature-extraction issue; not clearly the same code path." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "One is a Trainer API kwarg breakage; the other is a tensor mask/index shape mismatch. These are unrelated defects." + "reason": "Unrelated failures: custom trainer compute_loss signature mismatch vs a tensor/mask shape IndexError." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Both describe the same training-loss double-shift pattern across different models, suggesting one shared loss-computation fix could cover both." + "reason": "Same underlying training-loss double-shift regression, just reported on different model families." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient-checkpointing ineffective with LoRA is not the same as a missing supports_gradient_checkpointing flag in a trust_remote_code model." + "reason": "Different concerns: gradient checkpointing effectiveness with LoRA vs a missing supports_gradient_checkpointing flag on a Nemotron variant." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Both are Qwen-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters, so they plausibly share the same loading-path bug." + "reason": "Both describe Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters; the model variant differs, but the code-path bug is the same." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight shape error and void segmentation-map preprocessing are unrelated." + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both are Qwen/VL video-input regressions in transformers 5.3.0; 44560 looks like a specific manifestation of the broader video bug in 44479." + "reason": "The StopIteration report looks like the same 5.3.0 Qwen VL video-input regression, just as a specific symptom on a related model variant." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7 unit-test loading failure and NemotronH checkpoint loading failure are separate model-loading issues." + "reason": "Both are model-loading problems, but for different models and different failure modes; not the same bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "The titles describe the same mask-vs-indexed-tensor shape mismatch error; the numeric sizes differ but the underlying bug appears identical." + "reason": "These are effectively the same mask-shape mismatch IndexError, with the same failure class and wording." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a torch.autocast dtype mismatch on Phi-tiny-MoE are unrelated." + "reason": "Unrelated: GGUF gpt-oss architecture support vs an autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "An image-preprocessor dtype mismatch for Mistral-3 is not the same as a broken Nemotron example." + "reason": "Different model families and different symptoms; only share a general loading/training context." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "One is a Qwen3.5 RLHF NaN/SDPA fallback issue; the other is a flash-attention AttributeError on sink-less models. Different failures and code paths." + "reason": "Separate bugs: BF16/SDPA gradient explosion vs a flash_attention crash on sink-less models." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding-window behavior are unrelated." + "reason": "Different issues in the same broad area are not enough here: GGUF support vs a Qwen3-MoE sliding_window bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different bugs." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero-3/BertModel out-of-bounds indexing and torch-version incompatibility are not the same defect." + "reason": "Zero-3/Bert index-out-of-bounds and torch 2.4.1 incompatibility are different problems." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are load failures, but for different model families and different failure mechanisms." + "reason": "Different loading failures for different model families; no shared concrete bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "One is a Qwen2.5-VL rope-scaling bug; the other is uninitialized memory after meta/to_empty materialization. Different underlying problems." + "reason": "Qwen2.5-VL rope-index scaling and uninitialized-memory after meta\u2192to_empty materialization are distinct regressions." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss GGUF support and missing Float8 storage are unrelated compatibility issues." + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A ZeRO-3 init/indexing failure with Bert and a torch version incompatibility are different issues." + "reason": "A ZeRO-3/Bert initialization bug and a torch-version incompatibility are not the same issue." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Qwen3-VL video StopIteration are both multimodal, but they are not the same bug." + "reason": "Image-preprocessor dtype mismatch and Qwen3-VL video StopIteration are different code paths." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "One is a per-layer shared_kv_states KeyError in training; the other is a device-mapping mismatch in forward. Not the same code-path problem." + "reason": "Same model family, but different bugs: per-layer shared_kv_states rebuild vs device_map='auto' forward mismatch." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "A bad tokenizer error message for Voxtral is not the same as an actual tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-loading complaints, but they target different models and different failure causes." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are separate model/runtime incompatibilities." + "reason": "FineGrainedFP8Config failure and meta-device loading regressions are unrelated." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track-leak inference corruption and Whisper empty-transcription failure after special-token alignment are different bugs." + "reason": "Audio inference leakage across tracks and empty-transcription generation failure are different bugs." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2_5_VL import and meta-device loading breakage are unrelated." + "reason": "ImportError for a missing class and meta-device loading breakage are not the same underlying problem." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "Running 3d_parallel.py and GGUF gpt-oss support are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen video StopIteration and an MPS histogram Int limitation are different hardware/model bugs." + "reason": "Qwen VL video regression and an MPS histogram/int limitation in MoE are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and a long-OCR index error are unrelated." + "reason": "Non-persistent buffer corruption during from_pretrained and Kosmos2.5 OCR index errors are different issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video-loading StopIteration and SFT trainer embedding unpacking failure are different failure modes." + "reason": "A video-input StopIteration regression and a TRL SFT embedding-unpack failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The identified duplicate pairs are plausible from the titles/body signals, and the claim that the cluster is heterogeneous is well supported. The umbrella selection of issue 44479 is also reasonable because it is explicitly version-specific and multi-model, unlike the narrower reports." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are supported by strong title-level evidence: the two mask-shape IndexErrors are effectively the same error, the training-loss double-shift reports are explicitly described as the same pattern, and the Qwen video regression pair is tied to the same 5.3.0 video-input symptom. The Qwen3 ZeRO-3 loading pair is somewhat broader, but still plausibly the same failure class and not overstated. The rejected pairs are also handled cautiously, usually distinguishing only similar subsystem/model-family overlap from clear same-bug evidence." }, "evaluator_used": true, "retried": false, @@ -2127,7 +2075,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:36010", "issue:38175", @@ -2178,17 +2126,17 @@ "issue:47254" ], "soft_pairs": [ - "issue:44683|issue:46515", "issue:36010|issue:42915", + "issue:44683|issue:46515", "issue:43645|issue:43646", "issue:44910|issue:46858", - "issue:41553|issue:44488", "issue:43550|issue:44910", + "issue:41553|issue:44488", "issue:45823|issue:46515", "issue:42947|issue:47254", - "issue:44661|issue:45823", "issue:45812|issue:46489", "issue:44560|issue:44805", + "issue:44661|issue:45823", "issue:44877|issue:45030", "issue:38175|issue:43994", "issue:43638|issue:44661", @@ -2203,20 +2151,20 @@ "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:42491|issue:45276", - "issue:44451|issue:44488", "issue:44960|issue:44977", + "issue:44451|issue:44488", "issue:45507|issue:46468", "issue:45313|issue:45357", "issue:44863|issue:46846" ], - "prepared_review_unit_hash": "59aed0fd7beafe2b3d1fda86286ad02d94daf15546e17e295a23ccdf0424726d", + "prepared_review_unit_hash": "6b44a601331df86e2caf83f101822773c4991853db003632cb620bb6aeb3e30e", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 47, @@ -2231,210 +2179,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not duplicates; they share a subsystem but describe different failures. I only accepted a small set of clear same-bug matches, mostly exact or near-exact duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43644 is the clearest representative of the non-persistent-buffer regression, and 44534 is effectively the same report with a reworded title.", + "summary": "Mostly heterogeneous issue set; only a handful of soft pairs look like true duplicates of the same underlying regression. Strongest duplicate groups are the non-persistent-buffer junk regression, the SigLIP2 bad-output report, the Gemma4 4-bit multimodal dtype bug, and a couple of model-loading/custom-init reports.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest canonical among the repeated non-persistent-buffer regression reports: it is specific, self-contained, and its twin (issue:44534) adds no new scope beyond a reworded version of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest canonical issue here because it is precise, broadly phrased, and has an almost exact duplicate in 44534.", + "best_issue_reason": "issue:43644 is the best global issue representative here because it describes a concrete, versioned regression with a clear code-path symptom that also has an exact duplicate. It is more actionable than the broader or noisier reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Different problems: torch>=2.9 flex_attention compilation vs a torch 2.4.1 incompatibility." + "reason": "Different failures: import/API breakage for GenerationMixin vs Qwen3Moe FP8 config runtime failure." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Unrelated failures: GenerationMixin import error vs Qwen3MoE FP8 config handling." + "reason": "Unrelated torch-version incompatibilities affecting different subsystems and code paths." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression in Transformers v5; notebook mention is just a usage variant." + "reason": "Both describe the same Transformers v5 custom-model initialization regression; the notebook wording looks like an environment-specific manifestation of the broader init break." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different code paths: flash-attention 3D position_ids crash vs static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Different bugs: Qwen3.5 flash-attn crash from 3D position_ids vs a static-cache/torch.compile slice-arithmetic issue." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and no shared concrete bug is evident." + "reason": "Different models and failure modes: Bamba torch.compile+SDPA vs Qwen3.5 flash-attn illegal memory access." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Different failures in different attention stacks and models." + "reason": "Both are load errors, but for different models and different error surfaces; not clearly the same code-path bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device-map forward mismatch vs a general torch version incompatibility; not the same bug." + "reason": "One is a Gemma4 device-mismatch forward bug; the other is a generic torch compatibility complaint." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both involve PEFT and checkpointing, but one is ineffective checkpointing while the other is a ZeRO-3 checkpoint error." - }, - { - "left": "issue:44661", - "right": "issue:45823", - "accept": false, - "reason": "Tokenizer-mapping registration bug vs Gemma4 device placement issue." + "reason": "Both mention PEFT/checkpointing, but one is ineffective checkpointing while the other is a concrete DeepSpeed ZeRO-3 checkpoint error." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate bugs." + "reason": "Different tokenizer regressions on different model families; same broad area, not the same bug." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptom and path: video StopIteration vs tensor mask shape IndexError." + "reason": "Different symptoms and likely different tensor-shape paths." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure vs Gemma4 device placement bug; unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation load failures, but for different models and likely different root causes." + "reason": "Both are config-validation issues, but they affect different model families and are not clearly the same validation bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 regression: both report incorrect/nonsensical outputs for google/siglip2-base-patch16-224." + "reason": "Same SigLIP2 model and same underlying bad-output/zero-probability symptom; the second report is a rephrased manifestation of the first." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Bert/DeepSpeed ZeRO-3 init error is unrelated to add-new-model-like tokenizer mapping." + "reason": "DeepSpeed/Bert zero-3 init failure is unrelated to tokenizer-mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert init IndexError is unrelated to tokenizer mapping registration." + "reason": "Different failures: Bert zero-3 index error vs tokenizer mapping lookup issue." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different bugs: tokenizer-mapping registration vs mask/tensor shape mismatch." + "reason": "Unrelated tokenizer-mapping and mask-shape errors." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model/version compatibility issues with different failure modes." + "reason": "Both mention loading/weights, but they concern different model architectures and different mechanisms." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal quantization bug; both point to unsafe dtype handling in embedders." + "reason": "Both report the same Gemma4 multimodal 4-bit quantization dtype-cast problem, with audio/vision modules being hit by the same underlying bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different models and different runtime failures." + "reason": "Different Qwen3/Qwen3Moe failures with distinct runtime contexts." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Internal flag regression vs OCR input index error; no shared bug." + "reason": "_is_hf_initialized/Transformers v5 initialization regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different resource/loading problems: dequantized gpu+cpu offload vs mmap OOM on Strix Halo." + "reason": "Different memory/loading issues: dequantized model offload vs mmap OOM on Strix Halo." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to mmap/OOM behavior." + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is bad inference output and the other is a documentation example with model/processor and quantization issues." + "reason": "Related model family, but one is a runtime output bug and the other is a broken documentation example with extra quantization/processor issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-exact duplicate: both report Transformers v5 filling non-persistent buffers with junk." + "reason": "Exact same non-persistent-buffer junk regression; only the version wording differs." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/hf4.x vs hf5.x incompatibility is unrelated to Gemma4 embedding resize behavior." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures, but for different checkpoints and without evidence of the same root cause." + "reason": "Different Gemma/Qwen issues with different symptoms and code paths." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and distinct attention/runtime issues." + "reason": "Different model families and failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both reports are the same generic latest-version load failure for BERT-based models; the second is a follow-up on another model showing the same regression." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to the Nemotron example failure." + "reason": "Invalid-method call in GraniteMoEHybrid vs a broken Nemotron example; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs incorrect save_pretrained visual encoder keys." + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual keys; different code paths." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan issues are unrelated." - }, - { - "left": "issue:44910", - "right": "issue:44977", - "accept": false, - "reason": "Different models and different flash-attention/runtime symptoms." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 BertModel IndexError; the pretrained/non-pretrained detail does not change the underlying bug." + "reason": "NemotronH checkpoint-loading failure vs Qwen3.5 TP-plan omissions; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted pairs are all reasonably conservative near-duplicates. I don\u2019t see an overstatement strong enough to reject this review." + "feedback": "The summary is grounded in the packet metadata and stays conservative overall. The true soft-edge verdicts are limited to closely matching regression families with clear title overlap, and the false verdicts generally avoid over-merging loosely related bugs." }, "evaluator_used": true, "retried": false, @@ -2453,7 +2389,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:39692", "issue:41720", @@ -2508,23 +2444,23 @@ "issue:46459|issue:46512", "issue:39692|issue:43994", "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:43257|issue:43854", + "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:42491|issue:45335", "issue:42491|issue:45292", "issue:43854|issue:43931", "issue:44164|issue:44291", "issue:43856|issue:44387", - "issue:44960|issue:46050", "issue:45488|issue:45812", + "issue:44960|issue:46050", "issue:43708|issue:44075", "issue:45276|issue:45335", "issue:43425|issue:43957", "issue:44291|issue:44756", "issue:45362|issue:45406", - "issue:45663|issue:45759", "issue:41720|issue:44155", + "issue:45663|issue:45759", "issue:39692|issue:44960", "issue:44910|issue:45588", "issue:44402|issue:44488", @@ -2537,14 +2473,14 @@ "issue:43957|issue:44756", "issue:44079|issue:46829" ], - "prepared_review_unit_hash": "15b8449bdb0ffdf163e8c12d5162579de274389354afcda697057e7ea401bc69", + "prepared_review_unit_hash": "1fb2a2e15b6bbde4fa384e114385e110a48648a0d027a5d4b8255684722bbd3e", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, @@ -2559,205 +2495,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is largely heterogeneous; none of the soft pairs are safe duplicate merges based on the visible titles alone. Most pairs share only a broad subsystem (loading, quantization, tokenization, training) but differ in model, code path, or failure mode.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to pick one representative issue, issue:43404 is the clearest, most code-path-specific bug report in the set: it names the affected model, the concrete symptom (untied lm_head), and points to a likely fix location in weight tying logic.", + "summary": "Most pairs are related only at a high level (same model family, same API surface, or same broad regression class) but not the same concrete bug. The clearest duplicates are the resize_token_embeddings regressions, untied lm_head weight bugs, and the training-loss double-shift reports.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46459 is the best representative: it describes a concrete, user-visible regression in a shared loading path, with a narrow failure mode (dtype ignored for composite checkpoints) and broad impact across Qwen3.5 repos.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43404 is the best standalone candidate because it is narrowly scoped, reproducible, and likely to produce a focused fix; the rest are either broader environment regressions or model-specific variations that are not duplicates.", + "best_issue_reason": "Issue 46459 is the strongest single issue here because it is specific, actionable, and centrally scoped compared with the more model-specific or ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype-related model loading, but one is about ignored dtype during checkpoint loading and the other about stale config.dtype after from_config; different bugs and code paths." + "reason": "Related dtype/config handling, but one is load-time dtype being ignored and the other is from_config leaving config.dtype stale; different bug paths." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a doc example with processor/model mismatch and quantization failure while the other is incorrect outputs from AutoModel/pipeline; not the same underlying defect." + "reason": "Both involve SigLIP2, but one is a docs-example mismatch plus quantization failure while the other is bad outputs in AutoModel/pipeline; not the same concrete bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different tokenizer files/code paths." + "reason": "Both are tokenizer load failures in v5, but they affect different models and likely different tokenizer incompatibilities." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both are Transformers 5.0 complaints, but one is about non-persistent buffers and the other about notebook-defined custom models; unrelated failures." + "reason": "Both are model-loading problems, but for different models and failure modes; not a single mergeable fix." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are model-loading issues, but they concern different models and different failure modes (Qwen3 MoE conversion vs GLM-4.7-Flash unit-test loading)." + "reason": "One is about non-persistent buffers getting junk values, the other about Jupyter custom model initialization; unrelated regressions." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory usage, the other is quantization/offloading behavior; broad memory theme only, not the same bug." + "reason": "Both mention memory, but one is MoE training memory usage and the other is quantization offloading behavior; different issues." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different models and different symptoms; both are embedding-related but not the same concrete bug." + "reason": "Both mention broken model behavior, but one is a Qwen3 MoE LoRA compatibility regression and the other is resize_token_embeddings on t5gemma." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Same broad resize/token-embedding theme, but the reports target different model families and embedding surfaces." + "reason": "Different problems: Qwen3 MoE LoRA compatibility vs generic output_embeddings resizing behavior." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models with different loading failures; no shared concrete code path is evident." + "reason": "Different model-loading failures for different repositories and symptoms." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both concern loading/save mechanics, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized argument handling; separate issues." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are separate loading bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory pressure, but one is training-memory inefficiency and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Both touch memory, but one is training efficiency and the other is CUDA reserved memory/OOM under int4 quantization." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Different model families and different persistence problems; no evidence of the same bug." + "reason": "Both are tokenizer regressions in v5, but one is a pre-tokenizer override and the other is wrong token IDs for Granite models." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one changes pre-tokenizer behavior for DeepSeek-family models and the other yields wrong IDs for Granite; distinct failures." + "reason": "Different model families and different failure modes: GLM5 loading versus sinq save/load breakage." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." + "reason": "Trainer checkpoint math and SGD args being ignored are unrelated training bugs." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings complaints, but they affect different architectures and different embedding endpoints; too little evidence for one underlying bug." + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: the resize does not propagate to model-specific embedding/output modules." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are different regressions." + "reason": "One is a Torch version compatibility complaint, the other is meta-device loading failures; unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights TypeError is unrelated to Strix Halo mmap OOM behavior." + "reason": "init_empty_weights argument handling and disabling mmap for Strix Halo OOM are unrelated." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different crash causes; no duplicate relationship is apparent." + "reason": "Different models and different crashes; no shared concrete code-path is evident." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "FSDP2 shared_kv_states bug and composite-config unwrapping bug are separate code paths." + "reason": "Qwen3 device-map cuda assert and AudioFlamingo3 embedding/token leakage are unrelated bugs." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Different models and failure types; one is CUDA assert with device mapping, the other is batched inference leakage." + "reason": "Gemma4 FSDP2 attention state bug versus Qwen 3.5/3.6 text_config unwrapping; different failure points." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "No substantive overlap beyond both being model-specific issues." + "reason": "SigLIP2 docs/example problems and GLM5 loading are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is a Qwen3.5 packed-sequence/position_ids crash and the other is an AttributeError on sink-less models; not the same bug." + "reason": "Different flash-attention crashes with different root causes: packed-sequence misinterpretation vs s_aux=None handling." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model-loading issues with no shared concrete root cause." + "reason": "Both are tokenizer-related, but one is special-token vocab mismatch and the other is a model-loading failure." }, { "left": "issue:43404", "right": "issue:43454", - "accept": false, - "reason": "Both are lm_head tying problems, but they affect different model families and likely different initialization paths." + "accept": true, + "reason": "Same bug class: lm_head weights not being tied, causing bad generation in multimodal generation models." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Both describe a training-loss double-shift pattern, but they are for different models and no shared implementation bug is confirmed." + "accept": true, + "reason": "Both describe the same double-shift training-loss bug: the model trains against labels[..., 1:] instead of the unshifted labels." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/memory, but one is offloading behavior and the other is reserved-memory growth under int4 quantization; different regressions." + "reason": "Quantization/offloading behavior and int4 reserved-memory growth are related only at a broad memory level, not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT behavior is unrelated to a T5 RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and different runtime issues (FSDP2 attention state vs CPU-offload incompatibility)." + "reason": "Different Gemma/Qwen offload and FSDP issues; not the same code path." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal/runtime issues, but one is track-level leakage in AudioFlamingo3 and the other is device mismatch in Gemma4 PLE; not duplicates." + "reason": "Audio track token leakage and Gemma4 device mismatch are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading and mmap/OOM are separate platform regressions." + "reason": "Meta-device loading failures and mmap OOM avoidance are different issues." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment and ImageClassifierOutput field mispopulation are different bugs." + "reason": "ModelOutput key assignment and VideoPrism output-field mixup are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and stays conservative on the soft edges. The accepted pairs are plausible duplicates by title and described failure mode, and the summary does not overstate weaker similarities." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2772,7 +2711,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:36010", "issue:39404", @@ -2847,221 +2786,221 @@ "issue:45684|issue:45698", "issue:43425|issue:46869", "issue:43425|issue:43716", - "issue:44683|issue:45823", - "issue:44530|issue:45084", "issue:46894|issue:46901", + "issue:44530|issue:45084", "issue:45812|issue:46315", + "issue:44683|issue:45823", "issue:46315|issue:46491", "issue:39404|issue:45701" ], - "prepared_review_unit_hash": "d856ebdf2ed388ab3799784b0e90df72012e2a87ba02dbf6b21291105a07c8e6", + "prepared_review_unit_hash": "f863bdf05ba8672a1ee18cd5048b6fd76f729249db69830e33f4b7f95a635eef", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36283, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form one clear duplicate set. I only see two plausible duplicate mini-clusters: the resize_token_embeddings regression family, and the training-loss double-shift family. Everything else looks like a separate bug or regression.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue for the entire set; the items split into unrelated bugs. If narrowing to the only clear duplicate family, issue 45292 is the broadest representative for the resize_token_embeddings regressions.", + "summary": "The set is mostly unrelated issues with a few tight duplicate families. The clearest duplicate cluster is the `resize_token_embeddings` regression around output/decoder embeddings; a second plausible duplicate pair is the training-loss double-shift bug across two model variants. Most other soft pairs are only topic-level similar, not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45276 is the strongest representative of the resize_token_embeddings regression: it describes the broadest symptom set and has direct duplicate-like overlap with both 45292 and 45335.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the cleanest issue to anchor the resize_token_embeddings subset because it is the most generic description and matches the model-specific variants.", + "best_issue_reason": "issue:45276 is the best overall issue candidate because it is the most complete and central report among the clear duplicates in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not the same concrete bug." + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is an example breakage; different underlying bugs/code paths." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different models and different failure modes; no shared code-path evidence." + "reason": "Different models and failures: SwitchTransformers sparse-layer config bug vs Gemma-4 FSDP2 KeyError." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are model-loading regressions, but one is Qwen-VL video input and the other is Granite Speech config strictness." + "reason": "Unrelated regressions: Qwen VL video input handling vs Granite speech config loading." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs Strix Halo mmap behavior." + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is mmap on Strix Halo; not the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; 45276 looks like a Gemma4-specific manifestation of the broader 45292 issue." + "reason": "Same resize_token_embeddings regression; 45276 and 45292 describe the same broken embedding update behavior with different wording." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/model-loading regressions with different symptoms and code paths." + "reason": "Different quantization/model problems: Qwen-3 NVFP4 load failure vs git-oss MXFP4 fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + "reason": "Serialization extra_state handling and mmap OOM are unrelated failures." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "Meta-device model loading and disk-offloaded saving are different lifecycle paths." + "reason": "Meta-device model loading and disk-offloaded save behavior are different code paths." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to the RLHF NaN/SDPA fallback bug." + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN / SDPA fallback instability." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared_kv_states are separate issues." + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 shared_kv_states bug are distinct attention/training issues." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Torch version incompatibility and Sam3 bf16 compilation regression are not the same bug." + "reason": "Torch 2.10 incompatibility is too broad and different from the Sam3 bf16 compilation regression." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook initialization and extra_state save/load failures are distinct." + "reason": "Custom-model notebook initialization breakage is unrelated to extra_state save/from_pretrained handling." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message behavior are different issues." + "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message are different tokenizer bugs." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM." + "reason": "Float8 storage lookup failure is unrelated to mmap-related OOM." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Torch-version incompatibility and autocast dtype mismatch are different failure modes." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both describe the same resize_token_embeddings bug affecting downstream embedding modules in different model variants." + "reason": "Same resize_token_embeddings bug family; both say the resized embeddings are not propagated to the model outputs/decoder embeddings." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash loading failure and Qwen3.5 save_pretrained regression are separate model-specific problems." + "reason": "GLM unit-test loading failure is unrelated to Qwen3.5 save_pretrained regression." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer max_steps miscalculation are unrelated." + "reason": "Custom model init in Transformers 5.0 and Trainer max_steps resume math are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both involve model/tokenizer loading, but the titles point to different concrete failures and no shared bug is clear." + "reason": "Both are model-loading/tokenizer complaints, but they point to different model-specific defects." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation and wrong custom-module loading after save_pretrained are different defects." + "reason": "One is file-permission propagation in save_pretrained; the other is loading the wrong custom module after save_pretrained." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to YOLO device_map auto multi-GPU failure." + "reason": "Torch 2.10 incompatibility is not the same as the multi-GPU device_map auto failure in YOLO." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version compatibility and Mistral-3 image preprocessor dtype mismatch are different problems." + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." }, { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention regression and Gemma4 PLE device mismatch are unrelated." + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern; the model names differ, but the underlying error is the same label-shifting mistake." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are not the same code-path." - }, - { - "left": "issue:46894", - "right": "issue:46901", - "accept": true, - "reason": "Both are the same training-loss double-shift pattern: labels are shifted twice instead of using the unshifted labels." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are unrelated." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are separate tokenizer regressions." + "reason": "Wrong token IDs for Granite models vs slow convert_tokens_to_ids performance are different tokenizer issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention regression on torch >=2.9 is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in token lookup is unrelated to CodeLlama spacing round-trip behavior." + "reason": "Tokenizer slowdown and CodeLlama leading-space round-trip regression are distinct bugs." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline breakage and tokenizer behavior changes are unrelated." + "reason": "Whisper return_language behavior and a generic tokenization version-change report do not describe the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the only defensible duplicate families are the resize_token_embeddings trio (45276/45292/45335) and the training-loss double-shift pair (46894/46901). The soft-edge rejections are conservative, and the two acceptances are supported by closely aligned issue titles." + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate cluster around `resize_token_embeddings` is well supported by the titles, and the other accepted pair is also reasonably justified. Rejections for the remaining soft pairs are appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -3080,7 +3019,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:36032", "issue:39404", @@ -3089,7 +3028,6 @@ "issue:42915", "issue:43404", "issue:43452", - "issue:43541", "issue:43596", "issue:43611", "issue:43632", @@ -3109,7 +3047,6 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44661", "issue:44671", "issue:44683", "issue:44756", @@ -3129,12 +3066,14 @@ "issue:46899", "issue:47050", "issue:47331", - "issue:47333" + "issue:47333", + "issue:47448" ], "soft_pairs": [ "issue:43611|issue:43645", "issue:44479|issue:44805", "issue:44589|issue:45084", + "issue:45823|issue:47448", "issue:44164|issue:45759", "issue:43994|issue:44079", "issue:40990|issue:47331", @@ -3150,8 +3089,8 @@ "issue:39404|issue:44912", "issue:45823|issue:46899", "issue:44164|issue:46821", - "issue:43596|issue:44683", "issue:44756|issue:47333", + "issue:43596|issue:44683", "issue:43856|issue:44756", "issue:44488|issue:44987", "issue:36032|issue:42915", @@ -3160,224 +3099,216 @@ "issue:43716|issue:45084", "issue:43746|issue:47331", "issue:42796|issue:43404", - "issue:43611|issue:43644", - "issue:44661|issue:44683", - "issue:43541|issue:45084" + "issue:43611|issue:43644" ], - "prepared_review_unit_hash": "412b41472214e37c520b0833cb23bc1f6f475b68a297693892a09f8091cd68f2", + "prepared_review_unit_hash": "37af8fad965f14988c8831533b72779505e9b00b64accb421bc3f99672f04760", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37279, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many issues are about distinct v5 regressions, model-specific loading bugs, or unrelated runtime errors. I did not find any soft pair that looks like the same underlying bug/change; the closest common theme is general Transformers v5 model-loading/initialization breakage.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43611 is the broadest and most central representative of the only semi-coherent subtheme here: v5 model-loading/init regressions. Even so, the cluster is not a true duplicate set.", + "summary": "This cluster is heterogeneous: it mixes unrelated v5 regressions across model loading, tokenizers, quantization, multimodal inference, export, and docs. I found no soft-edge pair that clearly shares the same underlying bug/change, so all candidate merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the closest thing to a representative anchor because it is a clear, broadly scoped Transformers v5 loading regression; however, the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single representative because it is general, well-scoped, and closest to the shared v5 loading/initialization regression theme seen in a few other issues.", + "best_issue_reason": "Issue 43611 is the best single issue to represent the cluster\u2019s theme of v5 loading breakages, but it should not be treated as a duplicate canonical for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 model-loading breakages, but one is base_model_prefix handling and the other is custom model initialization in notebooks; different failure paths." + "reason": "Both mention v5 and model initialization/loading, but one is about base_model_prefix handling and the other about custom model initialization in Jupyter; different concrete bugs and fixes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen VL models vs a mask/tensor shape IndexError; unrelated code paths and symptoms." + "reason": "Different failure modes and code paths: video-input regression for Qwen VL models versus a generic mask/tensor shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage support vs a compiler/template-node TypeError; different subsystems and root causes." + "reason": "One is a storage/type error involving Float8 tensors; the other is a compilation/template-node error. No shared underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:47448", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to architecture recognition for gemma4 12B." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling vs unwrapping text_config in composite multimodal configs; different APIs and bugs." + "reason": "Save/from_pretrained handling of extra_state is a different persistence bug from unwrapping text_config in composite Qwen multimodal configs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Model quality/regression report vs ModelOutput key assignment logic; not the same underlying issue." + "reason": "Siglip2 wrong outputs with AutoModel/pipeline is a model-specific inference issue, not the ModelOutput key assignment bug." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "Perplexity on WikiText-2 vs MetalConfig batched quantized generation corruption; unrelated problems." + "reason": "High perplexity on gpt-oss-20b and MetalConfig batched quantized generation corruption are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure around torch_compilable_check vs Perceiver non-default resolution interpolation; different model/export paths." + "reason": "torch.export failing on torch_compilable_check is an export/tracing problem, while Perceiver non-default resolution failure is a vision interpolation issue." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict vs gguf_file loading breakage; distinct tokenizer/model loading issues." + "reason": "Both involve loading, but one is a tokenizer class-method conflict and the other is gguf_file breaking from_pretrained for tokenizer/model loading." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline return_language regression vs from_pretrained behavior inside Python classes; unrelated bugs." + "reason": "Whisper pipeline return_language regression is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline tasks; different documentation mismatches." + "reason": "Both are docs-related, but they cover different deprecated/removed pipeline docs and should not be merged as the same change." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures on different models: est-roberta loading vs Mistral regex patch crash." + "reason": "Different tokenizer-loading regressions with different models and mechanisms; one is EMBEDDIA/est-roberta loading, the other is Mistral regex patching." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized sinq save/load breakage vs continue_final_message on mistral_common tokenizers; different features and code paths." + "reason": "Quantized sinq save/load breakage and mistral_common continue_final_message behavior are separate issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression vs tokenizer loading failure for a different model; not the same bug." + "reason": "CamemBERT masked-LM prediction errors are not the same bug as tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "One is a reproduction of an older issue, the other is a Mistral-common tokenizer behavior bug; not duplicates." + "reason": "Isolated reproduction of another issue and a tokenizer continue_final_message bug are not the same underlying defect." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of 38071 vs PagedAttentionCache linear_attention crash; different failures." + "reason": "One is a reproduction issue, the other is a PagedAttentionCache crash on Qwen3.5; no shared code-path bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression vs MXFP4 quantization load fallback; unrelated functionality." + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are different subsystems and fixes." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device_map mismatch in forward vs unsafe dtype cast in multimodal embedders; different bugs." + "reason": "Both are Gemma4-related, but one is a device mismatch in forward and the other is an unsafe dtype cast in multimodal embedders." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state persistence bug vs TimesFM window_size AttributeError; unrelated APIs." + "reason": "extra_state save/load handling is unrelated to TimesFM window_size attribute errors." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44756", + "right": "issue:47333", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel init IndexError vs flex_attention compile failure on torch>=2.9; different stacks." + "reason": "Strix Halo mmap OOM and disk-offloaded model save failure are unrelated storage/memory issues." }, { - "left": "issue:44756", - "right": "issue:47333", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Strix Halo mmap/OOM workaround vs saving a disk-offloaded Qwen3 model; different memory/save behaviors." + "reason": "Zero3/BertModel initialization and compiled flex_attention on torch>=2.9 are distinct failures." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency vs Strix Halo mmap/OOM; same broad area, but not the same bug." + "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two loading failures, but for different models and different root causes; not one concrete bug." - }, - { - "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; separate bugs." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Mistral-3 image preprocessing dtype mismatch vs a compile-time template-node error; unrelated." + "reason": "Two model-loading failures for different models and causes; they do not look like the same bug." }, { - "left": "issue:43746", - "right": "issue:47331", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "PEFT adapter checkpoint loading vs disk-offloaded quantized generation save/load; different features and symptoms." + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "Tokenizer BPE marker handling vs lm_head weight tying in Mistral3 conditional generation; different code paths." + "reason": "_is_hf_initialized flag breakage in v5 is unrelated to ONNX export dtype mismatch in CanineModel." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Model-registration/tokenizer-mapping bug vs flex_attention compile failure; unrelated." + "reason": "Different tokenizer/model loading problems with no shared concrete code path." }, { - "left": "issue:43541", + "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing error vs non-template-node compilation error; distinct compiler/runtime failures." + "reason": "Image preprocessor/model dtype mismatch for Mistral-3 is unrelated to a template-node compilation error." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + "reason": "PEFT adapter local checkpoint loading and disk-offloaded save behavior are separate loading/offloading bugs." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "_is_hf_initialized flag regression vs ONNX export dtype mismatch in Canine attention; different problems." + "reason": "Tokenizer BPE marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different defects." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Model loading failure for sleng-bert vs Mistral regex patch crash; different models and mechanisms." + "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization; different concrete bugs and fixes." } ] }, @@ -3399,7 +3330,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:34567", "issue:36032", @@ -3408,18 +3339,17 @@ "issue:40990", "issue:42175", "issue:42915", - "issue:43208", "issue:43262", "issue:43299", "issue:43421", "issue:43452", "issue:43482", + "issue:43541", "issue:43582", "issue:43632", "issue:43644", "issue:43645", "issue:43646", - "issue:43792", "issue:43873", "issue:43931", "issue:44206", @@ -3427,7 +3357,9 @@ "issue:44451", "issue:44462", "issue:44530", + "issue:44661", "issue:44671", + "issue:44683", "issue:44737", "issue:44811", "issue:44987", @@ -3443,24 +3375,24 @@ "issue:46326", "issue:46402", "issue:46489", - "issue:46869", "issue:46894", "issue:46897", - "issue:47013", "issue:47312", "issue:47331" ], "soft_pairs": [ - "issue:45479|issue:46894", "issue:44462|issue:46489", + "issue:45479|issue:46894", + "issue:43541|issue:45084", + "issue:44661|issue:44683", "issue:46285|issue:46402", "issue:43299|issue:43931", "issue:42915|issue:44530", - "issue:44451|issue:44987", "issue:45479|issue:46897", + "issue:44451|issue:44987", "issue:43873|issue:47331", - "issue:36032|issue:43645", "issue:44530|issue:46304", + "issue:36032|issue:43645", "issue:44737|issue:45859", "issue:40990|issue:43421", "issue:40444|issue:46326", @@ -3468,221 +3400,199 @@ "issue:42175|issue:46178", "issue:43644|issue:43646", "issue:45084|issue:45507", - "issue:43582|issue:43632", "issue:44206|issue:44220", - "issue:44987|issue:44991", + "issue:43582|issue:43632", "issue:39404|issue:44671", + "issue:44987|issue:44991", "issue:43452|issue:43482", "issue:43482|issue:47312", "issue:44811|issue:45584", - "issue:43262|issue:47331", - "issue:43582|issue:47331", - "issue:43208|issue:47013", - "issue:42915|issue:45084", - "issue:43792|issue:46869" + "issue:43262|issue:47331" ], - "prepared_review_unit_hash": "7c64ace01ee21771d6b863b48928221295bbbee503bc8e961a8b95c2eba779f5", + "prepared_review_unit_hash": "51031ddcd7b27b16cf98dbdeb302aa334975d8bf8f5ade5212ffe3ac018f203a", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36314, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regressions with only loose topical overlap. None of the soft pairs look like safe duplicates under a strict triage standard, so I would not merge any of them. The closest subgroup is the v5/custom-model-initialization cluster, where issue 43646 is the best representative anchor.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43646 is the broadest, most generic report in the only clearly related subgroup: a Transformers v5 regression breaking custom model initialization. It is the best umbrella-style issue among the cluster, even though the overall cluster is noisy and not a tight duplicate set.", + "summary": "The candidate pairs mostly share broad subsystems or release versions, but they do not look like the same underlying bug/change. I would reject all soft edges; no pull requests are present. Among the issues, #43873 is the strongest general anchor due to its breadth and activity, but it does not unify these candidates into one duplicate group.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most suitable canonical issue because it states the core user-facing failure in the most general terms and is likely to subsume narrower initialization-related reports.", + "best_issue_reason": "#43873 is the broadest and most actively discussed issue in the set, with multiple inbound references, so it is the best umbrella candidate even though it is not a duplicate match for the listed pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and different failure modes." + }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Both mention training-loss anomalies, but one is a zero-loss classification bug and the other is a sequence-shift bug in ASR training; different model classes and code paths." + "reason": "One is a zero-loss classification bug; the other is a training-loss double-shift bug in a different model family." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention compilation/tracing, but the concrete errors and code paths are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Both involve tokenizer behavior, but one is repository tokenizer loading and the other is a specific DeepSeek-Coder output regression after a prior fix; not the same bug." + "reason": "Tokenizer-mapping name handling and flex_attention compilation are unrelated bugs." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different failures: CLIP text model structure inconsistency vs Sam3 text encoder weights not loading. No shared concrete code-path bug." + "reason": "Different models, different loading paths, and different symptoms." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading issues, but one is a MoE loader breakage and the other is a weight-shape mismatch on a different VL model; too different to merge." + "reason": "Both involve Qwen3-VL loading, but one is a version regression and the other is a weight-shape mismatch; not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and Qwen3.5 paged-attention cache crash are distinct bugs in different subsystems." + "reason": "Both are Qwen-related, but one is FP8 config failure and the other is a cache/group-type crash in a different model line." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Both are loading failures, but one is a model-specific load problem and the other is a transformers>=5.1 incompatibility for a different model; not the same underlying defect." + "reason": "Different loss bugs affecting different tasks and model families." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Same general training-loss theme, but these are different model families and different shifting behavior; not one concrete bug." + "reason": "Both are loading failures, but for different repos and likely different tokenizer/model issues." }, { "left": "issue:43873", "right": "issue:47331", "accept": false, - "reason": "Offloading with quantization is a broad runtime issue, while the other is a specific MetalConfig batched generate corruption bug; not the same fix." + "reason": "Both touch quantization/offloading, but one is a general offloading behavior issue and the other is a Metal batched-generate kernel bug." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44530", + "right": "issue:46304", "accept": false, - "reason": "Tokenizer special-method conflict and notebook custom-model initialization breakage are unrelated failures." + "reason": "One is a Qwen3.5 cache crash; the other is a build/runtime support issue for USE_DISTRIBUTED=0." }, { - "left": "issue:44530", - "right": "issue:46304", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "PagedAttentionCache/Qwen3.5 crash vs distributed-build support regression; different code paths and symptoms." + "reason": "Tokenizer method conflict and custom-model notebook initialization are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU device placement bug and Qwen3.5 CPU offload incompatibility are unrelated model/runtime issues." + "reason": "Both involve device/offload behavior, but they affect different models and different operations." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model and runtime special-token post-processor updates are not the same underlying bug." + "reason": "Perplexity regression and runtime special-token post-processor updates are different bugs." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL multi-image iterable-dataset failure and mistral_common continue_final_message handling are distinct problems." + "reason": "Multimodal finetuning with iterable datasets and mistral_common chat-template handling are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting and Qwen2.5-VL multi-image finetuning are unrelated issues." + "reason": "TrainerState token-count tracking is unrelated to Qwen2.5-VL multimodal dataset failures." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging/install problem versus BACKENDS_MAPPING validation error; different failure modes." + "reason": "Both are backend/dependency issues, but they are about different missing backend registrations." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 regressions around custom model/init behavior, but one is non-persistent buffer corruption and the other is custom model initialization failure; too different to treat as one bug." + "reason": "The former is about non-persistent buffers being corrupted; the latter is a broader custom-model initialization regression." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation TypeError and GraniteMoEHybrid invalid-method call are unrelated implementation bugs." + "reason": "Different invalid-method/compile failures in different model paths." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Apple Silicon allocator TypeError and _is_hf_initialized flag breakage are different regressions." + "reason": "Both are audio-feature extraction issues, but the reported failures point to different functions and symptoms." }, { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio-feature related, but one is a regression in LaserFeatureExtractor center handling and the other is a different fbank extraction issue; not clearly the same bug." - }, - { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both are transformers>=5 loading issues, but they target different models and different tokenizer/loading paths." + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction regression are unrelated model behaviors." + "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM prediction regression are unrelated." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "GGUF loading breaks in a generic from_pretrained path vs a specific Qwen2.5-GGUF v5 failure; related area, but not the same concrete bug." + "reason": "Both are tokenizer loading regressions, but for different models and likely different causes." }, { - "left": "issue:43482", - "right": "issue:47312", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "A Qwen2.5-GGUF loading regression and a kernels 0.16 incompatibility do not appear to share the same code-path problem." + "reason": "GGUF loading is the shared theme, but one is a generic from_pretrained breakage and the other is a model-specific failure." }, { "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 bugs, though both are in Whisper." + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are different bugs." }, { "left": "issue:43262", "right": "issue:47331", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MetalConfig quantization batch corruption are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:47331", - "accept": false, - "reason": "Apple Silicon warmup TypeError and MetalConfig batched generate corruption are separate backend-specific issues." - }, - { - "left": "issue:43208", - "right": "issue:47013", - "accept": false, - "reason": "Both are xLSTM issues, but one is a collection of training blockers and the other is a specific return_last_states=False unpacking crash; not one merged fix." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3Moe FP8 loading failure and template compilation TypeError are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:46869", - "accept": false, - "reason": "Whisper-large-v2 run failure and YOLO multi-GPU device-map auto failure are different models and different runtime paths." + "reason": "Audio chat-template sampling-rate defaults and Metal quantized batch corruption are unrelated." } ] }, @@ -3704,30 +3614,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:40444", "issue:41720", "issue:42915", - "issue:43089", + "issue:43208", "issue:43262", - "issue:43296", "issue:43317", - "issue:43322", "issue:43377", "issue:43404", - "issue:43425", "issue:43482", "issue:43531", - "issue:43540", + "issue:43582", "issue:43632", "issue:43645", "issue:43646", "issue:43742", "issue:43746", + "issue:43792", "issue:43819", "issue:43994", "issue:44008", @@ -3736,7 +3643,6 @@ "issue:44291", "issue:44403", "issue:44451", - "issue:44464", "issue:44466", "issue:44479", "issue:44534", @@ -3745,256 +3651,239 @@ "issue:44849", "issue:44877", "issue:44987", + "issue:45020", "issue:45081", + "issue:45084", "issue:45325", - "issue:45923", - "issue:45987", "issue:46326", "issue:46661", "issue:46821", + "issue:46869", "issue:46899", - "issue:47254" + "issue:47013", + "issue:47331", + "issue:47448" ], "soft_pairs": [ - "issue:44403|issue:45081", + "issue:43208|issue:47013", + "issue:43582|issue:47331", + "issue:42915|issue:45084", "issue:43746|issue:46326", - "issue:43645|issue:46661", + "issue:43792|issue:46869", "issue:43317|issue:43482", + "issue:44403|issue:45081", + "issue:43645|issue:46661", "issue:42915|issue:44291", - "issue:44987|issue:45081", "issue:43646|issue:44534", + "issue:44987|issue:45081", "issue:43262|issue:43377", "issue:36032|issue:43742", + "issue:45020|issue:47448", "issue:43377|issue:43819", "issue:42915|issue:44589", "issue:43994|issue:44610", - "issue:43531|issue:44877", "issue:28530|issue:34567", + "issue:43404|issue:44466", "issue:44451|issue:45081", + "issue:43531|issue:44877", "issue:44062|issue:44987", - "issue:43404|issue:44466", "issue:36032|issue:41720", "issue:44265|issue:44610", - "issue:44008|issue:46899", "issue:44849|issue:45325", + "issue:44008|issue:46899", "issue:44479|issue:45325", - "issue:43632|issue:46821", - "issue:43425|issue:44403", - "issue:43322|issue:43540", - "issue:43089|issue:45987", - "issue:43296|issue:43531", - "issue:45923|issue:47254", - "issue:44464|issue:45987", - "issue:40444|issue:45325" + "issue:43632|issue:46821" ], - "prepared_review_unit_hash": "06eead36d32b8044a8fba94c313cd3ae39b396d60d84a75e3ef6de8191e3cecc", + "prepared_review_unit_hash": "588e0c974d2bba16bad9fc369c394cae0629618bd75f1155cbfca7896a49b878", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36943, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35804, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs, with only loose thematic overlap around v5/init/load regressions. No soft pair looks like the same underlying bug strongly enough to merge, so all soft edges are rejected.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43632 is the closest thing to a broad umbrella bug here: it describes a concrete v5 initialization regression, which is the most reusable anchor among several nearby init/load-related reports.", + "summary": "The cluster is heterogeneous, with only loose thematic overlap around Transformers v5 loading/initialization regressions. None of the soft-edge pairs look like the same concrete bug, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest and most representative umbrella: it captures recent Transformers v5 regressions breaking remote-code model loading, which matches the dominant theme across the cluster better than the more narrow, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43632 is the best single issue anchor because it is concrete, broadly phrased, and closer to a root-cause regression than the more model-specific or symptom-only reports.", + "best_issue_reason": "issue:45020 has the clearest high-level regression framing and the widest applicability across the related v5 loading/init failures in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same library area, but different xLSTM failures and different crash conditions." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Unrelated Metal/allocator error versus a batched quantization correctness bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Generic loading noise vs a tokenizer regex patch crash; different failure modes and code paths." + "reason": "Different model/config paths and different failure types." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated bugs." + "reason": "PEFT checkpoint loading bug is unrelated to tokenizer continue_final_message behavior." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Both involve initialization, but one is notebook custom-model setup and the other is remote-code config_class resolution." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are different bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are distinct model-loading problems." + "reason": "Both are loading failures, but for different model formats and distinct causes." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Both touch v5/weights setup, but one is FineGrainedFP8Config on Qwen3Moe and the other is an init_empty_weights argument mismatch." + "reason": "Noise suppression on load is unrelated to a Mistral tokenizer regex crash." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code models, but the initialization failures are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "A model load regression and a tokenizer regex crash are not the same underlying bug." + "reason": "Different quantization/init-empty-weights issues with no concrete shared bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization and non-persistent buffer corruption are different issues." + "reason": "Custom model init breakage and non-persistent buffer junk are unrelated regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model families and different tokenizer/loading failures." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate handling and MIMI padding-mask batching are different modality bugs." + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask bug are separate issues." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer special-token method conflict and MobileLLM key error are unrelated." + "reason": "Tokenizer class-name conflict and MobileLLM key error are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:47448", + "accept": false, + "reason": "Remote-code loading regressions are broader than a specific unrecognized Gemma4 architecture." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask support and DAC from_latents STE mismatch are separate model-specific defects." + "reason": "Both are model-output mismatches, but for different models and mechanisms." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Float8 config failure and missing Float8 storage registration are only loosely related by dtype." + "reason": "Qwen3MoE FP8 failure is unrelated to Float8 storage lookup errors." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 bad outputs and OmDet-Turbo processor size mismatch are different model/processor bugs." + "reason": "SigLIP2 inference nonsense and OmDet processor image-size mismatch are different bugs." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech config strictness are unrelated." + "reason": "Early stopping metric lookup and token-count tracking are unrelated trainer bugs." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen updates are different trainer bookkeeping issues." + "reason": "Both mention lm_head.weight, but one is weight tying and the other is serialization behavior." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model loading failure and a tokenizer patch crash are not the same bug." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "AddedToken keyword duplication and a model load regression have no concrete overlap." + "reason": "Sliding-window behavior and strict config validation are different concerns." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Tied lm_head weights at model definition time versus serialization inconsistency are related in theme but not the same code-path bug." + "reason": "AddedToken special-arg conflict is not the same as a model-loading regression." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer special-token conflict and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Tokenizer constructor conflict and Qwen3 device-map CUDA assert are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure and OmDet input-size mismatch are separate problems." - }, - { - "left": "issue:44008", - "right": "issue:46899", - "accept": false, - "reason": "Both are multimodal, but one is a variable-name AttributeError and the other is a dtype-cast issue in embedders." + "reason": "torch.export compatibility bug and processor image-size mismatch are different layers." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen variants and different bugs: hidden-states output vs rope index scaling." + "reason": "Different Qwen variants and different bugs in hidden-state/rope handling." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "Video-input regression across Qwen models and still-image position-id scaling are not the same defect." + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision and the other is a quantization dtype cast bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized initialization break and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch version incompatibility and noisy loading output are completely different issues." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Both are multimodal loading bugs, but they involve different models and different concrete failures." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation performance overhead and StaticCache return-type mismatch are unrelated." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are different bugs." - }, - { - "left": "issue:45923", - "right": "issue:47254", - "accept": false, - "reason": "Missing supports_gradient_checkpointing and a PEFT/DeepSpeed checkpoint error are both about checkpointing, but not the same issue." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward and StaticCache.get_seq_length type mismatch are different code paths." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "IterableDataset multi-image finetuning failure and Qwen2.5-VL temporal position scaling are unrelated." + "reason": "Transformers v5 flag breakage and TimesFM window_size AttributeError are unrelated." } ] }, @@ -4016,21 +3905,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:33666", "issue:35707", "issue:40444", "issue:40990", "issue:41720", - "issue:42175", "issue:42796", + "issue:43089", "issue:43296", + "issue:43322", "issue:43381", - "issue:43421", - "issue:43482", - "issue:43525", + "issue:43425", "issue:43531", + "issue:43540", "issue:43611", "issue:43632", "issue:43716", @@ -4040,282 +3929,274 @@ "issue:43883", "issue:44079", "issue:44220", - "issue:44265", "issue:44291", - "issue:44387", "issue:44403", + "issue:44464", "issue:44488", "issue:44534", - "issue:44568", "issue:44589", "issue:44683", "issue:44756", "issue:44811", "issue:44991", - "issue:45072", "issue:45081", "issue:45216", + "issue:45325", "issue:45357", - "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:45987", + "issue:46294", "issue:46315", "issue:46491", "issue:46710", - "issue:46821", "issue:46899", - "issue:47404" + "issue:47254", + "issue:47448" ], "soft_pairs": [ - "issue:44220|issue:44683", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:40444|issue:45325", "issue:43872|issue:44291", + "issue:44220|issue:44683", "issue:43716|issue:46899", "issue:43611|issue:44534", - "issue:44403|issue:44991", "issue:44991|issue:46315", - "issue:44291|issue:44589", + "issue:44403|issue:44991", "issue:45216|issue:45357", - "issue:43883|issue:44488", - "issue:43792|issue:44589", + "issue:44291|issue:44589", "issue:45812|issue:46491", "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:43883|issue:44488", "issue:33666|issue:40444", "issue:43381|issue:45923", "issue:43632|issue:44756", "issue:40990|issue:44811", "issue:43531|issue:44291", "issue:35707|issue:40444", - "issue:44079|issue:45663", "issue:42796|issue:46710", - "issue:41720|issue:45081", - "issue:43482|issue:43525", - "issue:43296|issue:46821", - "issue:42175|issue:43296", - "issue:44387|issue:47404", - "issue:43883|issue:44991", - "issue:42175|issue:45542", - "issue:43421|issue:44568", - "issue:44079|issue:44534", - "issue:44265|issue:45072" + "issue:44079|issue:45663", + "issue:46294|issue:47448", + "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "490733add68c62e0c34f53e1182a38e59822bef0708c681d3e37dc49114233af", + "prepared_review_unit_hash": "04cebd144efd88321ac953802053502c4b5c8bf222892810f8db0859799e91a5", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36926, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35820, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity set of unrelated issues. It does contain two accepted duplicate/follow-up pairs: the `_is_hf_initialized` compatibility regression and the Qwen3.5 `save_pretrained` visual-key regression. The rest are different models, subsystems, or failure modes.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44291 is the clearest, most general statement of the `_is_hf_initialized` loading regression and best captures the root cause for that duplicate pair.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the strongest representative issue for the `_is_hf_initialized` regression in this cluster; it is the best anchor for that pair, though the cluster also includes a separate accepted Qwen3.5 `save_pretrained` pair.", - "best_pr_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated model-loading, tokenizer, and generation bugs. Only two soft-duplicate families look credible: the `_is_hf_initialized` init/load regression and the Qwen3.5 `save_pretrained` checkpoint-key regression.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43632 is the best representative because it states the broad underlying `_is_hf_initialized` regression directly, which also explains the more specific init/load failures seen in nearby reports like issue:43872 and issue:44291.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43632 is the strongest single issue to keep as the cluster anchor: it is the most generic, root-cause-oriented report among the set, and it maps to a recurring compatibility break rather than a narrow model-specific symptom.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Different bugs: one is about `_torch_extract_fbank_features()`, the other about `torch.export`/`flex_attention` on torch>=2.9." + "reason": "Generation performance overhead vs cache length return-type bug; different symptoms and code paths." }, { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying compatibility break around `_is_hf_initialized`; one report is bitsandbytes-specific, the other is the generic upstream regression." + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but one is a Llava Next load segfault and the other is Qwen3OmniMoe video-input validation; not the same bug." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both are multimodal dtype problems, but they affect different models and code paths; not the same concrete bug." + "reason": "Torch 2.10 incompatibility is unrelated to noise/logging when loading models." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Unrelated regressions: base_model_prefix loading vs non-persistent buffer initialization." + "reason": "Qwen2.5-VL training with multiple images per prompt and Qwen3-MoE sliding_window are different model-specific issues." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:45923", + "right": "issue:47254", "accept": false, - "reason": "Different failure modes: generic load noise vs tokenizer loading failure for a specific model." + "reason": "Missing gradient_checkpointing support flag is not the same as a PEFT+ZeRO-3 checkpointing runtime error." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Tokenizer loading failure is not the same as slower `convert_tokens_to_ids`; different code paths." + "reason": "Chunked generation with compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "`_is_hf_initialized` constructor incompatibility is unrelated to the float8 storage lookup error." + "reason": "Both concern Qwen2.5-VL, but one is finetuning with multiple images and the other is a rope-index scaling regression; different underlying problems." }, { - "left": "issue:45216", - "right": "issue:45357", + "left": "issue:43872", + "right": "issue:44291", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; the second is a narrower follow-up about the incorrect visual encoder keys." + "reason": "Both report the same `_is_hf_initialized` compatibility break surfacing through different loaders/wrappers; a single fix could plausibly address both." }, { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Missing `all_tied_weights_keys` on Molmo is unrelated to loading `cjvt/sleng-bert`." - }, - { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Whisper runtime failure and float8 storage lookup error are different bugs." + "reason": "Audio fbank extraction and compiled flex_attention on newer torch versions are unrelated." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + "reason": "Both are multimodal dtype problems, but they affect different models and different processing stages." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT local-checkpoint loading." + "reason": "Base-model-prefix loading failure and non-persistent buffer junk are distinct v5 regressions." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image batching." + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different tokenizer bugs." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Eval-mode gradient-checkpointing behavior is not the same bug as a missing `supports_gradient_checkpointing` flag." + "reason": "Unnecessary loading noise is not the same issue as tokenizer loading failure." }, { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "Core v5 `_is_hf_initialized` breakage is unrelated to mmap OOM behavior on Strix Halo." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are the same Qwen3.5 save_pretrained regression around incorrect visual-encoder checkpoint keys; the later report is a continuation of the same bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Perplexity regression and Whisper `batch_decode` special-token handling are unrelated." + "reason": "Unexpected `_is_hf_initialized` kwarg and missing Float8 storage are unrelated failures." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `_is_hf_initialized` loading regression." + "reason": "Granite token IDs regression and CodeLlama leading-space round-trip are different tokenizer issues." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is a different bug from Qwen2.5-VL iterable-dataset failures." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT loading are unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared-KV rebuild are different defects." + "reason": "Whisper not running and Float8 storage lookup failure are unrelated." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to the DeepSeek accuracy regression." + "reason": "Missing tied-weights metadata for Molmo and failure to load a specific tokenizer are different bugs." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Auto device-map CUDA assert and Mistral regex patch crash are different code paths." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image finetuning are separate model/version-specific issues." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." + "reason": "Eval-mode gradient checkpointing restriction is not the same as missing support-gradient-checkpointing metadata." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and TimesFM `window_size` attribute errors are unrelated." + "reason": "_is_hf_initialized regression and mmap OOM avoidance on Strix Halo are unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL/vLLM loading are different issues." + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:44387", - "right": "issue:47404", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Both mention OOM, but one is int4 reserved-memory regression and the other is device_map conversion transients." + "reason": "Qwen3-MoE sliding_window behavior and the _is_hf_initialized init error do not share the same underlying bug." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image finetuning are different features." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Both touch TensorFlow availability, but one is missing TF in the torch extra and the other is a different backend-init problem when only tensorboard is present." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same code-path failure." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Runtime special-token post-processor syncing is not the same as add_special_tokens failing for one tokenizer." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuild KeyError are unrelated." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:46294", + "right": "issue:47448", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer corruption are unrelated." + "reason": "Video chat-template mismatch and Gemma4 architecture recognition are distinct issues." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "torch.export + torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." + "reason": "CUDA assert on auto device mapping and Mistral regex patch crash are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, and the soft-edge rejections are conservative. However, the rationale for issue:44291 overstates the structure of the cluster: it says 44291 is the anchor for the \"only clear duplicate pair,\" but the packet also supports a second accepted duplicate/follow-up pair for Qwen3.5 save_pretrained (45216/45357). Please revise that wording so it only claims 44291 is the best anchor for the _is_hf_initialized pair, not the only duplicate pair in the cluster." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted duplicate families (_is_hf_initialized and Qwen3.5 save_pretrained checkpoint keys) are supported by the issue titles and similarity, and the rejected pairs are plausibly distinct bugs. No pull requests are present, so the PR fields are fine." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4331,63 +4212,73 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ - "issue:34634", - "issue:35707", "issue:40444", - "issue:40990", - "issue:41720", - "issue:42796", - "issue:43262", + "issue:41950", + "issue:42175", + "issue:43296", "issue:43317", "issue:43377", + "issue:43421", "issue:43454", "issue:43482", - "issue:43606", + "issue:43525", "issue:43611", "issue:43644", "issue:43646", - "issue:43746", "issue:43818", - "issue:43828", "issue:43856", "issue:43873", + "issue:43883", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", + "issue:44387", "issue:44462", "issue:44466", - "issue:44479", "issue:44509", - "issue:44829", + "issue:44534", + "issue:44568", "issue:44877", "issue:44898", + "issue:44991", + "issue:45072", "issue:45325", "issue:45357", "issue:45381", - "issue:45479", "issue:45491", "issue:45538", - "issue:45584", + "issue:45542", "issue:45701", "issue:45812", - "issue:45823", "issue:45834", "issue:46402", + "issue:46661", "issue:46697", "issue:46821", "issue:46909", - "issue:47217" + "issue:47217", + "issue:47404", + "issue:47448" ], "soft_pairs": [ - "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44387|issue:47404", + "issue:42175|issue:45542", + "issue:43883|issue:44991", + "issue:43421|issue:44568", + "issue:44079|issue:44534", "issue:44462|issue:45812", + "issue:44265|issue:45072", + "issue:43482|issue:45538", "issue:43611|issue:43646", "issue:45325|issue:45834", "issue:43317|issue:43856", + "issue:46661|issue:47448", "issue:44291|issue:44877", "issue:44509|issue:46909", "issue:40444|issue:45381", @@ -4397,224 +4288,214 @@ "issue:43994|issue:44898", "issue:40444|issue:47217", "issue:43454|issue:44466", + "issue:41950|issue:47448", "issue:43873|issue:45701", "issue:45325|issue:46697", - "issue:43606|issue:44265", - "issue:43818|issue:46402", "issue:43818|issue:45357", - "issue:44479|issue:45823", - "issue:42796|issue:45381", - "issue:43828|issue:46821", - "issue:40990|issue:45584", - "issue:44829|issue:45479", - "issue:43262|issue:43746", - "issue:41720|issue:45823", - "issue:44186|issue:44265", - "issue:35707|issue:41720", - "issue:34634|issue:35707" + "issue:43818|issue:46402" ], - "prepared_review_unit_hash": "892b22bc5e289e95ee78f993df9ff3cac033263f8d6ca02c32d28a3d4fcbe935", + "prepared_review_unit_hash": "2b49e63588b0c38a17bb9e3531613377485a462b7931074fd0236f08ea5b790b", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36675, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "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": "This cluster is only loosely related: most items are separate Transformers v5 regressions across tokenization, model loading, multimodal inputs, device mapping, and docs. None of the soft edges look like true duplicates of the same underlying bug or change.", - "confidence": 0.23, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s recurring v5 model-loading breakages; several other items are adjacent to loading/init/serialization regressions, but the cluster is not a single duplicate bug.", + "summary": "This cluster is mostly a grab bag of distinct regressions, with a loose theme around Transformers v5 loading/tokenization/vision-model behavior. I did not find strong evidence that most soft pairs are true duplicates, so I kept merging very conservative.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the dominant theme here: a Transformers 5.0 model-loading regression. It is more central to the cluster than the many narrower symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best stand-in for the cluster because it is the most generic and central of the v5 loading regressions, though it does not actually subsume most of the other issues.", + "best_issue_reason": "43611 is the best single issue to anchor this cluster because it captures the most general and recurring failure mode (v5 load/init breakage) without overfitting to a specific model or component.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43482", - "right": "issue:45538", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: one is GGUF loading for Qwen2.5, the other is a Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and APIs; one is a PaddleOCR-VL/vLLM load failure, the other is a TimesFM window_size AttributeError." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs a specific model-loading runtime failure." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM/offloading, but the mechanisms differ: int4 reserved-memory growth vs device_map conversion transients on GPU." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/package complaints, but they describe different dependency problems and different failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems: tied-weights attribute error in Molmo vs AutoTokenizer loading for a specific repository." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a tokenizer-specific BOS/EOS omission." + }, + { + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both are tokenizer/loading-related, but one is a GGUF loading failure and the other is a CLIPTokenizer max-length bug; different code paths and symptoms." + "reason": "Different bugs: ModelOutput key assignment vs non-persistent buffer initialization in v5." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer behavior, but one ignores tokenizer.json while the other returns wrong token IDs for Granite models; not the same bug." + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other yields wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability problems are unrelated to bf16 dtype mismatch issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different model families and different symptoms; GGUF loading failure is not the same as CLIPTokenizer max_length behavior." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but one is about base_model_prefix loading and the other about custom model initialization; distinct failures." + "reason": "Both are v5 loading regressions, but one is about base_model_prefix loading and the other is custom model initialization; too broad to treat as the same concrete bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal indexing bugs, but one is Qwen2.5-VL rope scaling for still images and the other is Kosmos2.5 OCR index overflow; different issues." + "reason": "Different Qwen/Kosmos vision bugs with different failure modes; not the same underlying code path." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "One is a device-map/offload loading failure, the other is Qwen3 MoE training memory inefficiency; not the same underlying bug." + "reason": "Offload/load failure under quantization is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:46661", + "right": "issue:47448", + "accept": false, + "reason": "Remote-code config_class failure and unrecognized Gemma4 arch are separate model-loading problems." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both affect loading/config initialization, but one is an init_empty_weights argument error and the other is strict config rejection for granite_speech; separate root causes." + "reason": "Both are loading-related, but one is init_empty_weights argument handling and the other is strict config rejection; different causes." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they cover unrelated docs problems (removed pipeline tasks vs a broken DIA example)." + "reason": "Both are documentation issues, but they concern different docs and different examples/tasks." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal bugs, but one is finetuning with multiple images and the other is video vision_position_ids; different paths." + "reason": "Both are Qwen2.5-VL vision-input regressions, but one is finetuning with multiple images per prompt and the other is video vision_position_ids; not clearly the same bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One concerns non-persistent buffer serialization, the other ModelOutput key assignment; unrelated internals." + "reason": "Different regressions: non-persistent buffer junk values vs ModelOutput key assignment." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding side effects, but they are different models and different failures: missing padding-mask support vs NaN embeddings from sliding-window attention." + "reason": "Both are batching/padding complaints, but they affect different models and different mechanisms." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL positional-id issues, but one is still-image temporal scaling and the other is video input vision_position_ids; not the same concrete bug." + "reason": "Same model family and position-id area, but one targets still-image temporal scaling and the other video input vision_position_ids; too specific to merge blindly." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and bugs: SigLIP2 nonsense outputs with AutoModel/pipeline versus Perceiver non-default-resolution failure." + "reason": "Different image-model inference failures with no shared concrete code path." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both mention image placement in VL prompts, but one is finetuning with multiple images per prompt and the other is user-text placeholder handling; not clearly the same bug." + "reason": "Both mention VL image placeholders, but one is finetuning with multiple images and the other is user-text placeholder handling; insufficient evidence of one root cause." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both touch lm_head weights, but one is missing weight tying in a config and the other is inconsistent save_pretrained serialization depending on device." + "reason": "Different problems in different model families: AyaVision lm_head tying vs Granite token serialization/AutoTokenizer behavior." + }, + { + "left": "issue:41950", + "right": "issue:47448", + "accept": false, + "reason": "Video-classification pipeline processor lookup and Gemma4 arch recognition are unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "One is a quantization/offloading runtime issue and the other is a tokenizer behavior change; unrelated." + "reason": "Offloading/quantization memory behavior is unrelated to tokenization differences across versions." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Different subsystems entirely: Qwen2.5-VL rope indexing versus Swin2SR image preprocessing padding." - }, - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "Bark CPU-offload device mismatch and torch.export failing on torch_compilable_check are unrelated problems." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Different models and failures: Video-LLaVA temporal-attention/weight-sharing bug versus Sam3Model text encoder weights not loading." + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are separate image-processing bugs." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture bug and Qwen3.5 save_pretrained key regression are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Both are device/runtime regressions, but one is a Qwen video-input regression and the other is a Gemma4 PLE device mismatch during forward." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE marker handling and Qwen2.5-VL video vision_position_ids are unrelated bugs." - }, - { - "left": "issue:43828", - "right": "issue:46821", - "accept": false, - "reason": "Different failure modes in different models: autocast dtype mismatch versus a missing window_size attribute." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "High perplexity on WikiText-2 and Whisper empty-transcription failure are unrelated." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Both are degenerate training/loss complaints, but one is flash_attention_3 behavior and the other is single-label classification with num_labels=1; different code paths." + "reason": "Video-LLaVA temporal-attention/weight-sharing issue is not the same as Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Audio processor chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both involve device_map/forward placement, but they affect different models and distinct errors." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "Tokenizer crashes on NER/padding and torch.export failures on torch_compilable_check are unrelated." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping cuda asserts." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Bark voice_preset not working and progressive generation inputs_embeds/past_key_values are different bugs with no shared underlying code path." + "reason": "Different model-specific loading bugs with no shared concrete fix path." } ] }, @@ -4636,50 +4517,50 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ + "issue:34634", + "issue:35707", "issue:36331", "issue:40990", - "issue:41553", "issue:41720", "issue:42617", "issue:42796", "issue:42915", "issue:42947", "issue:43257", + "issue:43262", "issue:43317", "issue:43322", "issue:43377", - "issue:43450", "issue:43454", "issue:43550", - "issue:43572", - "issue:43582", "issue:43606", "issue:43720", + "issue:43746", "issue:43749", "issue:43819", + "issue:43828", "issue:43873", "issue:44186", - "issue:44387", + "issue:44265", + "issue:44479", "issue:44534", "issue:44568", "issue:44610", - "issue:44756", + "issue:44829", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45325", - "issue:45685", - "issue:45701", - "issue:45704", - "issue:45759", + "issue:45381", + "issue:45479", + "issue:45584", "issue:45823", "issue:45920", "issue:45923", - "issue:46050", "issue:46209", "issue:46315", "issue:46821", @@ -4687,9 +4568,20 @@ "issue:47405" ], "soft_pairs": [ + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:42796|issue:45381", + "issue:43828|issue:46821", + "issue:44829|issue:45479", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:34634|issue:35707", "issue:43606|issue:43819", - "issue:42617|issue:42915", "issue:45823|issue:46821", + "issue:42617|issue:42915", "issue:43454|issue:43550", "issue:40990|issue:42947", "issue:43257|issue:45923", @@ -4697,242 +4589,245 @@ "issue:47404|issue:47405", "issue:44568|issue:45920", "issue:43377|issue:44610", - "issue:36331|issue:42617", "issue:42796|issue:46209", - "issue:44877|issue:44991", + "issue:36331|issue:42617", "issue:36331|issue:42915", - "issue:43454|issue:43720", + "issue:44877|issue:44991", "issue:41720|issue:43322", + "issue:43454|issue:43720", "issue:43749|issue:44534", - "issue:41720|issue:42617", "issue:43377|issue:44898", "issue:43317|issue:43873", + "issue:41720|issue:42617", "issue:41720|issue:44977", - "issue:43572|issue:45759", - "issue:45325|issue:46315", - "issue:44387|issue:45704", - "issue:40990|issue:45701", - "issue:43322|issue:46050", - "issue:43450|issue:45701", - "issue:41553|issue:43582", - "issue:45685|issue:46821", - "issue:43873|issue:44756", - "issue:44186|issue:45072" + "issue:45325|issue:46315" ], - "prepared_review_unit_hash": "019053931ebc3676e4dc36aa41f510a0e70971ec3bbef35c35c49b008708d49a", + "prepared_review_unit_hash": "6cf634d917e98e65c1f7601a482e849f9a89b572e2af3195d54a4a7caffbed0b", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36435, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 33, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated issues across tokenizer regressions, model-loading/offloading, quantization, and model-specific runtime bugs. I do not see any soft pair that is clearly the same underlying defect, so all soft links should be rejected. If a representative issue is needed, 43873 is the broadest offloading/quantization report, but it does not explain the whole cluster.", - "confidence": 0.9, - "canonical_issue_reason": "43873 is the broadest representative of the offloading/quantization subset and is the most central active loading-related report, but the cluster overall is too mixed to have a perfect canonical issue.", + "summary": "The cluster is mostly heterogeneous: tokenizer regressions, multimodal processor bugs, device-map/offload failures, loading/config issues, and unrelated training/API regressions. None of the soft pairs look like the same underlying bug/change, so all are rejected. If a representative issue is needed, 43873 is only the broadest offloading/quantization anchor, not a true duplicate umbrella.", + "confidence": 0.84, + "canonical_issue_reason": "No strong canonical duplicate exists; the items span many unrelated failure modes. If forced to pick a representative, issue 43873 is the broadest offloading/quantization report and has the most discussion, but it still does not cover the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the most generally useful issue in the set: open, broad, and closest to the repeated offloading/device_map/quantization failures seen here.", + "best_issue_reason": "Issue 43873 is the least-bad representative because it is open, discussion-heavy, and sits in the broad offloading/quantization theme, but it is still not a good umbrella for the other distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", - "right": "issue:43819", + "right": "issue:44265", "accept": false, - "reason": "Different failures: CPU-offload device mismatch for Bark vs DAC latent/STE mismatch in an audio codec path." + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export/export failures around torch_compilable_check." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "One is a 3d_parallel.py runtime problem; the other is a Qwen3Moe FineGrainedFP8Config failure." + "reason": "Different models and different bugs: video-input regression in Qwen VL vs Gemma4 PLE device mismatch during forward." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Gemma4 PLE device mismatch is unrelated to TimesFM's missing window_size attribute." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id errors." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "AyaVision lm_head weight tying and Bamba torch.compile+SDPA are separate code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE has no overlap with TimesFM window_size AttributeError." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "GPT-OSS perplexity regression is not the same bug as LoRA gradient-checkpointing ineffectiveness." + "reason": "Both mention training pathologies, but one is flash-attention-3 degeneration and the other is zero-loss with num_labels=1; different concrete bugs." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Accelerate/deepspeed MOE weight conversion differs from a missing gradient_checkpointing flag." + "reason": "Perplexity on gpt-oss-20b is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "AyaVision weight tying is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Audio chat-template sampling-rate defaulting is a processor config bug, not a PEFT adapter checkpoint loading bug." }, { - "left": "issue:47404", - "right": "issue:47405", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Quantized loading OOM from destination-GPU transients is distinct from silent wrong-Auto-class conversion skip." + "reason": "Both involve device mapping, but the Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different failures on different models." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Specific add_special_tokens BOS/EOS regression is different from broader wrong-token-id regressions." + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures involving torch_compilable_check." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo's image-size mismatch." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API issue, not a device-map assert." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py failure are unrelated." + "reason": "Bark voice_preset does not work is unrelated to inputs_embeds/past_key_values generation behavior." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different bugs." + "reason": "Both are audio-related, but Bark CPU-offload mismatch and DAC.from_latents/STE mismatch are different code paths and bugs." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are different load paths." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:36331", + "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Trainer API keyword mismatch and Qwen3Moe FP8 failure are unrelated." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43454", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug is not the same as BitNet packed-weight unpacking during accelerate loading." + "reason": "Weight tying in AyaVisionConfig is unrelated to Bamba SDPA/torch.compile failures." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segfault are different model/load failures." + "reason": "High perplexity on a model benchmark is unrelated to PEFT LoRA gradient-checkpointing ineffectiveness." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate regressions." + "reason": "Accelerate+deepspeed weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Missing lm_head tying in AyaVision is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "One is an OOM from conversion-op transients during device_map loading; the other is a silent conversion skip from model_type mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Qwen3 auto device mapping assert is unrelated to 3d_parallel.py failing to run." + "reason": "Specific add_special_tokens BOS/EOS regression for one tokenizer is not the same bug as broader wrong token IDs across multiple models." }, { "left": "issue:43377", - "right": "issue:44898", + "right": "issue:44610", "accept": false, - "reason": "MIMI batched padding-mask bug and Perceiver non-default resolution failure are unrelated." + "reason": "MIMI padding-mask batching mismatch and OmDet-Turbo processor resolution mismatch are different multimodal bugs." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure and the other is a broader offloading complaint; not clearly the same bug." + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Auto device-map crash and flash-attention generation issue in Qwen3.5 are different symptoms/code paths." + "reason": "CustomTrainer compute_loss API breakage is unrelated to 3d_parallel.py startup failure." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "StableLm pad_token_idx regression and Qwen multimodal text_config unwrapping are unrelated config bugs." + "reason": "Unexpected compute_loss keyword argument and FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:45325", - "right": "issue:46315", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and slow convert_tokens_to_ids are different tokenizer/model behaviors." + "reason": "Strict config loading for granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are different loader regressions." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "int4 quantization OOM from reserved memory is not the same as T5's apex RMSNorm memory leak." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are different crashes with different model families." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "GPT-OSS perplexity regression and tokenizer-version tokenization changes are different issues." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different loading/conversion bugs." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load breakage are unrelated quantized-model bugs." + "reason": "FSDP CPU RAM efficient loading failure is not the same as non-persistent buffer initialization with junk values." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Video processor batch-shape bug and tokenizer-version tokenization change do not match." + "reason": "MIMI encoder batching/padding-mask issue is unrelated to Perceiver non-default-resolution failures." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Both touch offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading-not-working report; not the same concrete bug." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "MPS histogram on Int and TimesFM window_size attribute error are unrelated." + "reason": "Qwen3 device-map assert and 3d_parallel.py runtime failure are unrelated." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Strix Halo mmap OOM is a hardware-specific mmap issue, not the same as quantization offloading regression." + "reason": "Qwen3 auto device mapping failure is unrelated to Qwen3.5 flash-attention generation issues." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:45325", + "right": "issue:46315", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and bfloat16 dtype mismatch are unrelated." + "reason": "Qwen2.5-VL rope-index temporal scaling and slow convert_tokens_to_ids in v5 are unrelated tokenizer/vision regressions." } ] }, @@ -4954,45 +4849,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:26413", "issue:28530", - "issue:30064", - "issue:33666", + "issue:40990", + "issue:41553", "issue:41720", "issue:42915", "issue:43065", "issue:43295", "issue:43317", - "issue:43404", - "issue:43441", - "issue:43531", + "issue:43322", + "issue:43450", "issue:43550", "issue:43572", "issue:43577", + "issue:43582", "issue:43606", "issue:43646", "issue:43708", - "issue:43716", "issue:43720", - "issue:43881", + "issue:43873", "issue:44008", "issue:44186", - "issue:44361", + "issue:44387", "issue:44423", "issue:44451", "issue:44466", - "issue:44488", "issue:44610", + "issue:44756", "issue:44898", + "issue:45072", "issue:45161", "issue:45357", "issue:45406", + "issue:45685", "issue:45701", "issue:45704", + "issue:45759", "issue:45823", - "issue:46291", + "issue:46050", "issue:46402", "issue:46612", "issue:46665", @@ -5001,236 +4898,239 @@ "issue:46869", "issue:46897", "issue:47020", - "issue:47317", - "issue:47337", - "issue:47404" + "issue:47317" ], "soft_pairs": [ + "issue:43572|issue:45759", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43322|issue:46050", + "issue:43450|issue:45701", + "issue:41553|issue:43582", + "issue:45685|issue:46821", + "issue:43873|issue:44756", "issue:44466|issue:45357", + "issue:44186|issue:45072", "issue:43295|issue:45701", "issue:26413|issue:28530", "issue:44451|issue:47020", "issue:43065|issue:46402", "issue:43550|issue:43720", "issue:43550|issue:43606", - "issue:43577|issue:43708", "issue:46821|issue:46869", + "issue:43577|issue:43708", "issue:44186|issue:44610", - "issue:43646|issue:46665", "issue:46612|issue:46858", + "issue:43646|issue:46665", "issue:41720|issue:45161", "issue:46897|issue:47317", - "issue:44008|issue:45823", "issue:42915|issue:43317", + "issue:44008|issue:45823", "issue:44423|issue:45406", - "issue:44610|issue:44898", - "issue:28530|issue:33666", - "issue:42915|issue:46291", - "issue:43404|issue:45357", - "issue:43531|issue:43572", - "issue:45704|issue:47404", - "issue:43716|issue:46821", - "issue:28530|issue:30064", - "issue:43881|issue:44488", - "issue:43441|issue:47337", - "issue:44186|issue:44361" + "issue:44610|issue:44898" ], - "prepared_review_unit_hash": "3f127c80bc7bc9728727b0766640ba74556052e6665316e04a6a56b976f96270", + "prepared_review_unit_hash": "68be54500cae8ac0a61718944a34cda287b66d403bf41ee4c5f3b7a13fa32b18", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36200, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "soft_pair_count": 27, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystems (tokenizers, loading, multimodal, device_map, training), not the same concrete bug. I would not merge any of the suggested duplicate edges.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue in this set cleanly represents a duplicate cluster; the items cover unrelated bugs across training, loading, tokenization, multimodal processors, and device mapping.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning trainer, tokenization, multimodal processing, quantization, device mapping, and model-specific regressions. I do not see any soft pair that looks like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report here: a core Transformers 5.0 initialization break affecting custom model code. It is the best representative anchor among a set of otherwise separate, model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate is convincing because the cluster does not appear to describe one underlying problem.", + "best_issue_reason": "issue:43646 is the best issue anchor because it is a clearly framed, broadly relevant core-API regression with a general failure mode; the other reports are narrower and do not collapse into one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both mention save/serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys; different bugs and code paths." + "reason": "Both involve config/model-loading behavior, but one is a StableLM config regression and the other is Qwen multimodal text_config unwrapping; different code paths and fixes." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "One is a processor.tokenizer regression in v4.57.5; the other is a broader tokenization change. Not the same failure." + "reason": "Both mention performance/memory, but int4 quantization OOM and T5/apex RMSNorm memory leak are distinct problems in different subsystems." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Resume-from-checkpoint epoch iterator failure and early-stopping metric lookup are unrelated trainer issues." + "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change; no shared underlying bug is evident." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Both are model-loading/tokenizer-related, but they point to different models and different root causes." + "reason": "A Llava Next load-time segfault and a sinq save/load break are different failure modes with different causes." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Both concern Sam3, but one is a dummy Conv2d in the pixel decoder while the other is missing text-encoder weight loading." + "reason": "Batched video processor shape handling is unrelated to tokenizer version-dependent tokenization changes." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different models and different failure modes: torch.compile with SDPA vs accelerate loading of packed weights." + "reason": "Tokenizer loading error for Voxtral and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Both are device/runtime bugs, but one is SDPA compilation and the other is CPU offload device mismatch." + "reason": "An MPS histogram kernel error for MoE models is not the same as a TimesFM window_size attribute bug." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Blip2 dtype propagation and Trainer max_steps on checkpoint resume are unrelated." + "reason": "Both are memory/offload-adjacent, but one is quantization offloading behavior and the other is Strix Halo mmap OOM; different mechanisms and fixes." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto are different subsystems and bugs." + "reason": "Both concern save_pretrained serialization regressions, but one is lm_head weight serialization and the other is Qwen3.5 visual encoder keys." }, { "left": "issue:44186", - "right": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Tokenizer crashes for NER/batched padding and dtype mismatches in inference are unrelated bugs." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Both involve model initialization/loading, but one is a Transformers 5.0 breakage in custom init and the other is inconsistent from_pretrained behavior in Python classes." + "reason": "A regression in processor.tokenizer access is not the same as version-dependent tokenization changes." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Both touch generation/cache, but one is skipped beam-search cache reorder and the other is a static-cache seq_length device-tensor arithmetic bug." + "reason": "Trainer resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup are separate trainer behaviors." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Different models and different parallelism problems: auto device_map CUDA assert vs tensor-parallel-only failure." + "reason": "Loading ScandiBERT failing and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading issues." }, { - "left": "issue:46897", - "right": "issue:47317", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Same general symptom class (training loss), but different models and no evidence of the same underlying bug." + "reason": "Both are Sam3-related, but one is a dummy Conv2d in the decoder and the other is missing text encoder weight loading; not the same bug." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different Gemma models and different bugs: variable-name collision in forward vs PLE device mismatch." + "reason": "torch.compile with SDPA in Bamba and packed-weight unpacking in BitNet are distinct code-path failures." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized-model offload failure are distinct loading/configuration issues." + "reason": "Bamba SDPA/torch.compile failure and Bark CPU-offload device mismatch are unrelated." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Both affect serve/multimodal paths, but they fail in different places with different processor/model assumptions." + "reason": "A TimesFM attribute error and a YOLO multi-GPU device_map failure are different model/runtime issues." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both are vision preprocessing issues, but one is a fixed-size processor/model mismatch and the other is non-default-resolution behavior with interpolate_pos_encoding." + "reason": "BLIP2 dtype propagation and Trainer max_steps recomputation on checkpoint resume are unrelated." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor size mismatch are different preprocessing bugs." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "FineGrainedFP8 loading and kernels import-version requirements are unrelated." + "reason": "Beam-search cache reorder omission and static-cache seq-length tensor arithmetic are separate generation/cache bugs." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Mistral3 tied-weight serialization and Qwen3.5 visual encoder key serialization are different bugs." + "reason": "Custom model initialization break and from_pretrained-in-Python-class inconsistency are related in spirit but not the same concrete failure." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model/config issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS tensor-parallel failure are different parallelism/device-map issues." }, { - "left": "issue:45704", - "right": "issue:47404", + "left": "issue:46897", + "right": "issue:47317", "accept": false, - "reason": "Apex RMSNorm memory leak and device_map loading OOM from conversion transients are different problems." + "reason": "Both are training-loss bugs, but they involve different models and likely different loss-shift implementations." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Image preprocessor/model dtype mismatch and TimesFM window_size AttributeError do not share a code path." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with gpu+cpu offload are distinct quantization/load-time problems." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Trainer early stopping and image processor void-segmentation handling are unrelated." + "reason": "Gemma3n forward variable collision and Gemma4 device mismatch under auto mapping are different model-specific regressions." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both are loading failures, but for different models with no shared root cause shown." + "reason": "Both are serve crashes, but one is a string-to-.to path issue and the other is a missing _tokenizer attribute; different root causes." }, { - "left": "issue:43441", - "right": "issue:47337", + "left": "issue:45701", + "right": "issue:44451", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and a flaky bbox-range test are unrelated." + "reason": "Tokenizer version behavior changes and inability to load a specific model are not the same bug." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:45704", + "right": "issue:45759", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 and text_config unwrapping for Qwen multimodal configs are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46402", "accept": false, - "reason": "Different tokenizers, different tasks, and different AttributeError causes." + "reason": "Quantized sinq save/load break and Sam3 text encoder weights not loading are different model-loading regressions." } ] }, @@ -5252,58 +5152,68 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ + "issue:28530", "issue:29159", - "issue:29925", "issue:30064", "issue:33357", - "issue:34567", + "issue:33666", "issue:34634", "issue:35707", "issue:36032", "issue:41720", - "issue:42490", "issue:42915", - "issue:43257", "issue:43316", "issue:43322", - "issue:43329", + "issue:43404", + "issue:43441", "issue:43452", "issue:43531", "issue:43540", "issue:43550", - "issue:43606", + "issue:43572", "issue:43653", - "issue:43720", + "issue:43716", "issue:43746", "issue:43782", "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", "issue:44387", "issue:44464", - "issue:44534", - "issue:44589", + "issue:44488", "issue:44671", "issue:44734", "issue:44743", "issue:44913", - "issue:45406", - "issue:45464", + "issue:45357", "issue:45479", "issue:45632", "issue:45684", "issue:45701", "issue:45704", "issue:45759", - "issue:46665", + "issue:46291", "issue:46821", "issue:46858", - "issue:46894", "issue:47020", - "issue:47254", - "issue:47317" + "issue:47317", + "issue:47337", + "issue:47404" ], "soft_pairs": [ + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:43404|issue:45357", + "issue:43531|issue:43572", + "issue:45704|issue:47404", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43441|issue:47337", + "issue:44186|issue:44361", + "issue:43881|issue:44488", "issue:44734|issue:46858", "issue:44464|issue:46858", "issue:30064|issue:34634", @@ -5313,222 +5223,205 @@ "issue:44387|issue:45701", "issue:42915|issue:43322", "issue:43873|issue:45704", - "issue:43531|issue:45759", "issue:45479|issue:47317", + "issue:43531|issue:45759", "issue:33357|issue:35707", "issue:43540|issue:43782", - "issue:43550|issue:43653", "issue:43316|issue:44913", "issue:41720|issue:43746", - "issue:45632|issue:45684", - "issue:44534|issue:46665", - "issue:43606|issue:43720", - "issue:43257|issue:47254", - "issue:46894|issue:47317", - "issue:43531|issue:46821", - "issue:34634|issue:41720", - "issue:43531|issue:44589", - "issue:42490|issue:43329", - "issue:29159|issue:29925", - "issue:45406|issue:45464", - "issue:34567|issue:35707" + "issue:43550|issue:43653", + "issue:45632|issue:45684" ], - "prepared_review_unit_hash": "5fc7ae71dcb6eb429a4f3182f0fdbc984455aec3fe159deaf02a022aeb9047f6", + "prepared_review_unit_hash": "e5b251470bdc867e2c3363eaec258a76f081741c37fd59987ec4bd47eb771b22", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36132, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "soft_pair_count": 27, + "serialized_chars": 35747, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "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 broad subsystem words (tokenizer, loading, cache, Qwen, windowing) but not the same concrete bug or change. I would not merge any of the candidate pairs.", - "confidence": 0.94, - "canonical_issue_reason": "issue:29159 is the broadest and most representative issue in the set, centered on slow-vs-fast tokenizer behavioral inconsistency, which is the closest to the few tokenizer-related candidates.", + "summary": "This cluster is highly heterogeneous: the titles span unrelated tokenizer, model-loading, quantization, generation, and vision bugs. None of the soft pairs look like the same underlying defect, so all candidate duplicate edges should be rejected. No PRs are present, and there is no strong canonical issue for a true duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the best single issue to keep as a representative anchor because it has the most general problem statement and the widest semantic overlap with other tokenizer issues in the cluster.", + "best_issue_reason": "If one issue must be picked as the broadest representative, issue 43873 is the most cross-cutting runtime regression here; however, the set is too mixed to justify a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and pipelines' kernels-version import error are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to Qwen3.5 visual-encoder save_pretrained key regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are distinct config bugs." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "T5 apex RMSNorm memory leak and device_map OOM during conversion are different failures." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping setup and void segmentation-map processing do not share a code path." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention loading failure and flaky bbox-range test are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and sleng-bert model loading failure are separate model-specific issues." + }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compiled-generation failures, but one is KV-cache continuation indexing in serve and the other is static-cache sequence-length arithmetic on non-CUDA backends." + "reason": "KV-cache continuation indexing in serve is different from cache length arithmetic in _prefill." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both concern generation under compile/cache, but the bugs are different: chunked generation output mismatch vs device-tensor seq-length breaking slice arithmetic." + "reason": "Chunked generation inconsistencies under compile and device-tensor seq_length slicing are not the same bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Unrelated bugs in different areas: void segmentation map processing vs Bark voice_preset handling." + "reason": "Segmentation-map processing and Bark voice_preset handling are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading related, but one is gguf_file/from_pretrained path handling and the other is a constructor type mismatch in XLMRobertaTokenizer." + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram init error are different tokenizer/model-load bugs." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer issues, but one is slow/fast behavioral inconsistency while the other is a T5 class/method name conflict during loading." + "reason": "Generic slow-vs-fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens name conflict." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different code paths and symptoms: incorrect CamemBERT masked-LM outputs vs recurrent state reset when caching with seq_len>1." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent state reset are unrelated model behaviors." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory growth/OOM is unrelated to the tokenization changes described in the other issue." + "reason": "int4 CUDA reserved-memory growth and tokenization changes across versions are different regressions." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Both are model-load failures, but one is Qwen3Moe fine-grained FP8 config handling and the other is a Llava Next segmentation fault." + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault on load are separate issues." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Different bugs: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." + "reason": "Quantization offloading behavior and T5 RMSNorm memory leak do not look like one defect." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "Both mention Qwen3, but one is sliding_window behavior in Qwen3-MoE and the other is config unwrapping for composite multimodal models." + "reason": "Both mention training loss, but they are model-specific and do not share the same bug." }, { - "left": "issue:45479", - "right": "issue:47317", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Both are training-loss problems, but there is no evidence they share the same loss computation bug or code path." + "reason": "Sliding_window in Qwen3-MoE and text_config unwrapping in AutoModelForCausalLM.from_config are different config paths." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "A MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is a video-input processing ValueError and the other is a from_pretrained weight_only load error." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Completely different subsystems: torch.compile/SDPA in Bamba vs BigBird tokenizer special-token registration." + "reason": "Qwen3OmniMoe video-input validation and Qwen3VL weight_only loading are different multimodal failures." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both involve config behavior, but one is an API discrepancy in Gemma3TextConfig and the other is rotary_pct not persisting on reload." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different problems: device-mapping cudaErrorAssert on Qwen3 vs GraniteSpeech PEFT checkpoint loading." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "One is a trust_remote_code cache-path collision and the other is save_pretrained permission propagation; same area, different bug." - }, - { - "left": "issue:44534", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer initialization in v5 is unrelated to from_pretrained behavior inside Python classes." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading/offload/accelerate, but one is a device mismatch with CPU offload and the other is missing unpacking of packed BitNet weights." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both touch distributed training/loading, but the concrete failures are different: Qwen3 MOE weight conversion vs PEFT ZeRO-3 checkpointing." + "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both are training-loss bugs, but they refer to different models and no shared implementation defect is evident." - }, - { - "left": "issue:43531", - "right": "issue:46821", - "accept": false, - "reason": "Window-related names aside, sliding_window in Qwen3-MoE and TimesFM window_size attribute errors are different bugs." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset handling and Qwen3 auto device mapping failures are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "No shared bug: Qwen3-MoE sliding_window behavior vs Float8 storage lookup failure." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to the multimodal video-token counting bug." - }, - { - "left": "issue:29159", - "right": "issue:29925", - "accept": false, - "reason": "Related theme, but not the same bug: generic slow/fast tokenizer inconsistency vs SigLIP specifically not forcing use_fast=True." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Different runtime failures in serve/chat APIs: missing _tokenizer on Gemma4Processor vs Qwen3.5 streaming inference crash." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated issues." + "reason": "Cache-path collision for trust_remote_code and read-only permissions propagation are different save/load problems." } ] }, @@ -5550,279 +5443,275 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ - "issue:30064", - "issue:36010", - "issue:39692", - "issue:42886", + "issue:29159", + "issue:29925", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:43257", + "issue:43329", "issue:43388", - "issue:43421", "issue:43526", + "issue:43531", "issue:43540", "issue:43606", "issue:43644", "issue:43653", - "issue:43746", - "issue:43873", + "issue:43720", "issue:43881", "issue:43883", - "issue:43927", - "issue:44062", "issue:44077", "issue:44451", - "issue:44464", "issue:44492", "issue:44509", - "issue:44514", - "issue:44545", - "issue:44610", + "issue:44534", + "issue:44589", "issue:44625", - "issue:44843", - "issue:44898", - "issue:44918", - "issue:44936", "issue:44987", "issue:44991", "issue:45042", "issue:45059", - "issue:45072", "issue:45357", - "issue:45479", + "issue:45406", + "issue:45464", "issue:45704", "issue:45759", "issue:45859", "issue:45923", - "issue:46050", "issue:46402", "issue:46665", + "issue:46821", "issue:46858", - "issue:47050", + "issue:46894", + "issue:47254", + "issue:47317", "issue:47333", - "issue:47405" + "issue:47405", + "issue:47448" ], "soft_pairs": [ - "issue:43881|issue:44991", - "issue:43606|issue:43653", + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:43531|issue:46821", + "issue:43606|issue:43720", + "issue:34634|issue:41720", + "issue:29159|issue:29925", + "issue:42490|issue:43329", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:34567|issue:35707", "issue:44492|issue:44509", + "issue:43606|issue:43653", "issue:45759|issue:45859", - "issue:44451|issue:44991", + "issue:43881|issue:44991", "issue:43540|issue:46858", + "issue:44451|issue:44991", "issue:45704|issue:47405", - "issue:43526|issue:43883", "issue:43388|issue:45059", + "issue:43526|issue:43883", "issue:44987|issue:45042", "issue:44077|issue:44625", - "issue:43644|issue:46665", "issue:45923|issue:47333", - "issue:44898|issue:45072", - "issue:45357|issue:46402", - "issue:44062|issue:44451", - "issue:39692|issue:44610", - "issue:43746|issue:46050", - "issue:30064|issue:36010", - "issue:44918|issue:44936", - "issue:43746|issue:43873", - "issue:42886|issue:44843", - "issue:43421|issue:43927", - "issue:44625|issue:45479", - "issue:44514|issue:44545", - "issue:44464|issue:47050" + "issue:43644|issue:46665", + "issue:45042|issue:47448", + "issue:45357|issue:46402" ], - "prepared_review_unit_hash": "2561c5b3e93d65e133264d2ab099ed734192930cbd7fc35674386eb4a55e2b7b", + "prepared_review_unit_hash": "c9fe4895df5e0448defecc99dac17a604c840339c9f9217581c1314e8230e2b3", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35841, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 34893, + "estimated_input_tokens": 8724, + "estimated_eval_tokens": 17704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set, with two plausible duplicate pairs: an exact duplicate Qwen2_5_VLProcessor crash report, and a likely shared HF_HUB_OFFLINE tokenizer-cache regression. The remaining soft edges are only broad topical similarity, not the same concrete bug.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44514 is the cleanest issue anchor: it is the earlier report in an exact duplicate pair with the same title as 44545, and it contains enough reproduction detail to represent that bug well.", + "summary": "This is a heterogeneous set of mostly unrelated issue reports across different models and subsystems. None of the soft pairs look close enough to be the same concrete bug/change to merge as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical issue stands out because the items are largely unrelated; if one must be chosen, #44534 is the cleanest broad regression report with a concrete, reusable symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the strongest issue to keep as the representative bug report because it exactly matches 44545 and cleanly describes the batched apply_chat_template crash.", + "best_issue_reason": "#44534 is the best representative issue only in the sense that it describes a clear Transformers-wide regression, whereas most others are narrower model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "Both are model/tokenizer loading failures, but they concern different models and different failure modes; too broad to treat as the same bug." + "reason": "Different bugs: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:46894", + "right": "issue:47317", "accept": false, - "reason": "Completely different subsystems: CPU offload device mismatch vs tokenizer special-token decoding behavior." + "reason": "Both mention training-loss issues, but they affect different models and likely different code paths." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "Unrelated: a cache-strategy typo versus documentation still mentioning removed pipeline tasks." + "reason": "Different failure modes: Qwen3 MoE loading/conversion vs PEFT+ZeRO-3 checkpointing errors." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "Both involve Qwen 3.5/3.6, but one is a from_config/text_config unwrap issue and the other is a CPU-offload rotary embedding bug; different code paths." + "reason": "Both involve size/window concepts, but one is a Qwen3-MoE sliding-window bug and the other is a TimesFM attribute error." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Both mention loading failures, but the models and likely root causes differ; not the same concrete tokenizer bug." + "reason": "Unrelated issues: Bark CPU offload device mismatch vs BitNet packed-weight unpacking." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different features and failure surfaces: video input processing vs cache sequence length / torch.compile arithmetic." + "reason": "Different components and symptoms: BarkProcessor voice preset handling vs Qwen3 device-map CUDA assert." }, { - "left": "issue:45704", - "right": "issue:47405", + "left": "issue:29159", + "right": "issue:29925", "accept": false, - "reason": "Unrelated problems: Apex RMSNorm memory leak in T5 versus wrong model class loading silently producing random weights." + "reason": "General tokenizer inconsistency vs a specific SigLIP fast-tokenizer enforcement problem; not the same underlying defect." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Different areas entirely: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." + "reason": "Path-trailing-slash import warning is unrelated to a multimodal video-token code bug." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both involve vision/multimodal pipelines, but the symptoms and code paths are unrelated." + "reason": "No shared code-path: Qwen3-MoE sliding-window logic vs a Float8 storage lookup error." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Different regressions: a specific model load failure versus PIL image processors incorrectly requiring torchvision." + "reason": "Different surfaces and failures: Gemma4Processor missing _tokenizer vs streaming chat/completions failure on Qwen3.5-0.8B." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Not the same bug; one is a patchtsmixer post_init policy issue, the other is Qwen3.5 num_labels propagation." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Both involve from_pretrained behavior, but one is about junk non-persistent buffers and the other is a Python-class usage inconsistency." + "reason": "A cache-strategy typo is not the same as stale documentation for removed pipeline tasks." }, { - "left": "issue:45923", - "right": "issue:47333", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Different features and failures: missing gradient_checkpointing support versus disk-offload save failure." + "reason": "Bark offload mismatch and BigBirdTokenizer special-token registration are unrelated bugs." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Different model families and failure modes: interpolation at non-default resolution vs bfloat16 dtype mismatch." + "reason": "Both mention Qwen3.5, but one is config unwrapping and the other is CPU-offload rotary embedding compatibility." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both are model save/load issues, but they affect different models and opposite directions (saving incorrect keys vs not loading weights)." + "reason": "Different models and different loading failures; no evidence of a shared root cause." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Tokenizer-related, but the specific AddedToken constructor error is not the same as a generic latest-version load failure." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Both mention processor/model mismatch, but one is a SigLIP2 docs/example issue and the other is an OmDet-Turbo image-size mismatch." + "reason": "Both are loading failures, but they involve different checkpoints and likely different causes." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:45704", + "right": "issue:47405", "accept": false, - "reason": "Different persistence bugs: PEFT adapter loading from local checkpoints versus quantized model save/load corruption." + "reason": "Apex RMSNorm memory leak and silent model_type mismatch conversion skip are distinct problems." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Completely unrelated: segmentation-map processing versus an import error for GenerationMixin." + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box processing behavior." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Both touch trainers, but they describe different failure points and likely different root causes." + "reason": "ImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Not the same bug; one is PEFT checkpoint loading, the other is a general offloading/quantization behavior issue." + "reason": "One is a model load failure; the other is an image-processor dependency regression." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "These describe the same HF_HUB_OFFLINE tokenizer-cache regression; 44843 provides the likely root cause in _patch_mistral_regex/model_info." + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init enforcement and num_labels propagation are different configuration bugs." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:45923", + "right": "issue:47333", "accept": false, - "reason": "Different tokenizer/config bugs: runtime special-token post-processing versus DiaConfig losing custom token IDs on save/load." + "reason": "Missing gradient-checkpointing support and disk-offloaded save failures are not the same change." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "Different classification bugs with different scopes and symptoms; not the same underlying issue." + "reason": "Non-persistent buffer junk filling is separate from from_pretrained behavior inside Python classes." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same title and same batched apply_chat_template crash; these are duplicate reports of the same bug." + "left": "issue:45042", + "right": "issue:47448", + "accept": false, + "reason": "PIL/torchvision dependency regression is unrelated to Gemma4 architecture recognition." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both mention generation/inference, but one is chunked generation with compiled forward and the other is an ONNX export dtype mismatch." + "reason": "Incorrect visual-encoder key saving and missing text-encoder weight loading are different multimodal model issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted pairs are conservative and well-supported by the titles: 44514/44545 are an exact duplicate pair, and 42886/44843 plausibly describe the same offline tokenizer-cache bug. The remaining soft-edge rejections stay appropriately cautious about different models, subsystems, or failure modes." - }, - "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 }, @@ -5837,304 +5726,300 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:30064", - "issue:36331", + "issue:36010", "issue:39692", - "issue:43295", + "issue:42886", "issue:43381", "issue:43421", "issue:43493", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43596", - "issue:43643", "issue:43653", "issue:43673", - "issue:43720", + "issue:43746", "issue:43782", - "issue:43819", "issue:43844", "issue:43873", + "issue:43881", "issue:43927", "issue:43994", "issue:44062", "issue:44186", - "issue:44220", "issue:44368", - "issue:44488", - "issue:44661", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", "issue:44671", - "issue:44821", + "issue:44843", "issue:44857", + "issue:44898", + "issue:44918", + "issue:44936", "issue:44995", "issue:45072", "issue:45081", - "issue:45084", "issue:45356", "issue:45357", "issue:45381", - "issue:45834", + "issue:45479", "issue:45907", "issue:46032", - "issue:46294", + "issue:46050", "issue:46463", "issue:46655", "issue:46693", "issue:46858", - "issue:47020", "issue:47050", - "issue:47337" + "issue:47337", + "issue:47448" ], "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:30064|issue:36010", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44514|issue:44545", "issue:46655|issue:46693", + "issue:44464|issue:47050", "issue:44995|issue:46858", "issue:39692|issue:43493", "issue:43381|issue:43844", "issue:43421|issue:43653", "issue:43673|issue:47337", "issue:43782|issue:45381", - "issue:44857|issue:47050", "issue:45081|issue:45356", "issue:46032|issue:46463", "issue:44368|issue:45357", - "issue:39692|issue:47050", + "issue:44857|issue:47050", "issue:43421|issue:44186", - "issue:39692|issue:43873", "issue:43994|issue:44671", - "issue:45356|issue:45907", - "issue:43720|issue:43819", - "issue:43596|issue:44220", - "issue:43540|issue:46294", - "issue:43550|issue:43819", - "issue:43550|issue:43927", - "issue:43295|issue:45834", - "issue:44821|issue:45084", - "issue:45072|issue:47050", - "issue:30064|issue:36331", - "issue:43653|issue:43720", - "issue:44062|issue:44488", - "issue:44488|issue:47020", - "issue:44220|issue:44661", - "issue:43531|issue:43643" + "issue:39692|issue:47050", + "issue:39692|issue:43873", + "issue:43881|issue:47448", + "issue:45356|issue:45907" ], - "prepared_review_unit_hash": "145ff995c5f50678ad77afdc4794d4f15bec804e37951ae3485d98c5c66c00ce", + "prepared_review_unit_hash": "db08b158aa7e2417d46482d3d2bdfe90ad77d17da04ad030e0361404792f5f11", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36992, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 29, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; these are mostly unrelated issues across different models, tokenizer paths, generation, training, and documentation. The cluster does not have a clear canonical issue or PR.", + "summary": "This is mostly a false-positive similarity cluster: the items span many unrelated tokenizer, vision, training, cache, and quantization bugs. I would reject nearly all soft edges; the only clear duplicate-like pair is the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items span distinct subsystems and failure modes, and none of the soft pairs appears to describe the same underlying bug.", + "canonical_issue_reason": "No single canonical issue for the whole set: the items are heterogeneous and do not describe one underlying defect. The only true duplicate-looking pair is 44514/44545, which is a standalone duplicate, not a unifying anchor for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no cohesive duplicate cluster here, so any one issue would be an arbitrary representative rather than a true canonical.", + "best_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most-discussed real bug in the batch, but it is not duplicated by the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Video padding/calculation bug vs long-context FA2 performance regression; different code paths and symptoms." + "reason": "Different models and failure modes: Perceiver non-default resolution vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Stale indexer cache on second forward vs cache length tensor type in static-cache torch.compile; unrelated failures." + "reason": "One is an AddedToken keyword error; the other is a model loading failure for vesteinn/ScandiBERT. Unrelated." }, { "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "SigLIP2 documentation/example errors vs HF/JAX implementation discrepancy; one is usage docs, the other is model behavior." - }, - { - "left": "issue:43381", - "right": "issue:43844", + "right": "issue:44610", "accept": false, - "reason": "Eval-mode checkpointing restriction vs ZeRO-3 gradient inflation during training; not the same bug." + "reason": "Same broad vision/documentation area, but different bugs: SigLIP2 example mistakes vs OmDet-Turbo processor/model size mismatch." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Runtime special-token/post-processor update bug vs BigBirdTokenizer mask-token registration bug; different tokenizer mechanics." + "reason": "Both involve trainer behavior, but one is an embedding-unpacking failure and the other is evaluate-after-train failure. Different code paths." }, { - "left": "issue:43673", - "right": "issue:47337", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Generation cache missing in chunked prefill vs flaky bbox-range test; unrelated areas." + "reason": "Different problems: GraniteSpeech PEFT local checkpoint loading vs quantized model save/load corruption." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Qwen3VL weight_only load error vs Qwen2.5-VL video position-id mismatch; different model families and problems." + "reason": "Completely unrelated: image processor segmentation maps vs GenerationMixin import error." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "LwDetrImageLoss AMP crash vs CanineModel fp16 ONNX export dtype mismatch; separate model/export paths." + "reason": "Both touch loading/offloading, but one is PEFT adapter checkpoint loading and the other is quantization offloading behavior. Not the same bug." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Mistral regex patch crash vs Kimi-K2.5 codec/regex regression; related tokenizer code, but distinct concrete failures." + "reason": "Both mention HF_HUB_OFFLINE, but 42886 is general tokenizer cache loading while 44843 is a specific mistral-regex code path calling model_info()." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Mamba2 cache/use_cache incorrect results vs T5 decoder-input validation message; different subsystems and behaviors." + "reason": "Tokenizer backend post-processor updates vs DiaConfig losing custom token IDs after save/load. Different components." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Tie-word-embeddings warning in fine-tuning vs Qwen3.5 save_pretrained visual-key regression; not the same issue." + "reason": "Different bug class: Qwen3.5 num_labels propagation vs generic single-label classification zero-loss across models." }, { - "left": "issue:39692", - "right": "issue:47050", - "accept": false, - "reason": "SigLIP2 doc example bug vs CanineModel ONNX dtype mismatch; unrelated models and code paths." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same crash scenario for Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Post-processor update at runtime vs LayoutLMv2 NER/padding crash; different tokenizer bugs." + "reason": "Different subsystems: SmolVLM video padding calculation vs FA2 long-context generation performance regression." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "SigLIP2 example/model mismatch vs quantization offloading behavior; no shared underlying defect." + "reason": "Different models and failure modes: compiled-forward chunked generation inconsistency vs ONNX export attention dtype mismatch." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline issue vs CamemBERT masked LM regression; different models and failure modes." + "reason": "Both mention cache, but one is a stale indexer cache on second forward pass and the other is static-cache seq_length tensor arithmetic under torch.compile." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer regression warning vs list_repo_files revision forwarding in CI; unrelated functionality." + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is an implementation discrepancy against JAX. Not the same concrete bug." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "BitNet packed-weights loading bug vs DAC missing-STE mismatch; different models and code paths." + "reason": "Gradient checkpointing in eval mode vs a ZeRO-3 training instability. Related theme, different issue." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Deepspeed Zero-3 BertModel init error vs audio fbank feature extraction issue; unrelated." + "reason": "Both concern tokenizer special-token behavior, but one is a backend post-processor update feature request and the other is a BigBirdTokenizer decode bug." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43673", + "right": "issue:47337", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError vs Qwen3.5 video chat-template token mismatch; different model/input handling bugs." + "reason": "Generation cache bug vs flaky bbox coordinate test failure. No overlap in underlying defect." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Bamba torch.compile SDPA failure vs DAC latent/forward mismatch; unrelated models and defects." + "reason": "Both are VL model issues, but one is a from_pretrained weight_only load error and the other is wrong vision_position_ids for video input." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Bamba compile/SDPA bug vs DiaConfig save/load token-id loss; not the same underlying problem." + "reason": "Both involve mistral-regex-ish tokenizer logic, but one is an AttributeError in patching and the other is a Kimi tokenizer regression with codec handling and warning text." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Processor/tokenizer regression vs Kosmos2.5 long OCR index error; different code paths and model families." + "reason": "Different areas: Mamba2Mixer cache correctness vs T5 decoder-input validation error messaging." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "AutoImageProcessor URL loading vs template compilation TypeError; unrelated failure modes." + "reason": "Same model family but different problems: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:45072", + "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "SwitchTransformers/TimmWrapper dtype mismatch vs CanineModel attention dtype mismatch; same broad symptom, but different models and fixes." + "reason": "Both are dtype-related crashes, but the model, export path, and failing operation are different." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "ImageProcessor segmentation-map handling vs CustomTrainer compute_loss signature mismatch; unrelated components." + "reason": "Tokenizer-related, but not the same bug: runtime special-token/post-processor handling vs LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; different modules and fixes." + "reason": "Different models and symptoms: SigLIP2 incorrect pipeline outputs vs CamemBERT masked LM prediction regression." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "AddedToken special-kwarg collision vs sleng-bert load failure; not the same bug." + "reason": "Unrelated: SigLIP2 documentation/model example issues vs CanineModel fp16 ONNX export dtype mismatch." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Model load failure for sleng-bert vs XLMRobertaTokenizer/Unigram constructor type mismatch; different tokenizer/model issues." + "reason": "Different domains: SigLIP2 example bugs vs quantization/offloading behavior." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43881", + "right": "issue:47448", "accept": false, - "reason": "Audio fbank extraction issue vs add-new-model-like tokenizer-mapping failure; unrelated." + "reason": "Both are model loading/recognition issues, but they concern different architectures and likely different registry paths." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs trust_remote_code AutoConfig missing fields; different code paths and symptoms." + "reason": "Tokenizer regression vs hub file-listing revision forwarding. No shared code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. It correctly identifies the only exact duplicate-looking pair as 44514/44545 and does not overclaim broader duplication across the heterogeneous set. The rejected soft edges are generally justified by distinct titles/subsystems/failure modes, and the representative-issue note about 43873 is supported by its high discussion activity without implying a false canonical match." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6149,276 +6034,304 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", "issue:39692", "issue:41720", - "issue:43322", + "issue:43295", "issue:43335", - "issue:43526", + "issue:43531", "issue:43540", - "issue:43606", + "issue:43550", + "issue:43596", "issue:43611", - "issue:43618", "issue:43643", "issue:43653", - "issue:43697", + "issue:43720", "issue:43756", "issue:43819", - "issue:43881", + "issue:43927", "issue:44008", + "issue:44062", "issue:44186", - "issue:44442", - "issue:44448", + "issue:44220", + "issue:44488", "issue:44561", - "issue:44671", - "issue:44805", + "issue:44661", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44936", "issue:44991", "issue:45020", "issue:45072", "issue:45081", + "issue:45084", "issue:45381", - "issue:45685", "issue:45834", "issue:45987", - "issue:46291", "issue:46294", - "issue:46463", "issue:46650", "issue:46665", "issue:46693", "issue:46829", "issue:46832", "issue:46858", - "issue:46932", "issue:47020", + "issue:47050", "issue:47405" ], "soft_pairs": [ - "issue:41720|issue:44991", + "issue:43720|issue:43819", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:43550|issue:43819", + "issue:43550|issue:43927", + "issue:43295|issue:45834", + "issue:44821|issue:45084", + "issue:45072|issue:47050", + "issue:30064|issue:36331", + "issue:44488|issue:47020", + "issue:43653|issue:43720", + "issue:44062|issue:44488", "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:41720|issue:44991", "issue:43540|issue:44008", + "issue:44220|issue:44661", "issue:43611|issue:46665", + "issue:46829|issue:46832", "issue:43653|issue:43819", "issue:44186|issue:44898", - "issue:46829|issue:46832", "issue:34634|issue:36010", "issue:46650|issue:47405", "issue:44991|issue:47020", - "issue:43526|issue:43881", "issue:44008|issue:46858", "issue:44843|issue:45081", "issue:44561|issue:45020", - "issue:39692|issue:45834", "issue:45987|issue:46829", + "issue:39692|issue:45834", "issue:43643|issue:44877", - "issue:43335|issue:43756", - "issue:44186|issue:44442", - "issue:44448|issue:44671", - "issue:45987|issue:46932", - "issue:44991|issue:46291", - "issue:46294|issue:46463", - "issue:44805|issue:44936", - "issue:43322|issue:45685", - "issue:43618|issue:43697", - "issue:43606|issue:45072" + "issue:43335|issue:43756" ], - "prepared_review_unit_hash": "f6cad95fb364dc7bdce5a08a6c4e4e7280ba971a65b284ab457321b5ff12761f", + "prepared_review_unit_hash": "b1f31b980adbdb0af453d2e43eb58998da814365b493fab88fb4a6bb36ea199b", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36226, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "soft_pair_count": 31, + "serialized_chars": 37463, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues span many unrelated models, tokenizers, configs, and backend/device paths. None of the proposed soft pairs look like true duplicates or should be merged into one PR/issue.", - "confidence": 0.99, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items are heterogeneous and do not share one underlying bug or code path.", + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs are not true duplicates and should remain separate. The only weak thematic overlap is around remote_code/trust_remote_code regressions, but even there the reports describe different failures.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the broadest representative of the nearest recurring theme (remote_code / trust_remote_code breakages), even though the cluster does not contain a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue. The closest broad umbrella is 45020 for remote_code regressions, but it does not represent the many unrelated failures here.", + "best_issue_reason": "issue:45020 is the most suitable global representative because it is the widest umbrella regression report among the related tokenizer/config/remote-code issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different bug classes: packed-weight loading during accelerate init vs DAC latent reconstruction/STE mismatch." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Different code paths: Qwen2.5-VL video position IDs vs FA2 long-context performance regression." + "reason": "Both involve video input, but one is a Qwen3OmniMoe processing ValueError and the other is a video-token/feature mismatch in Qwen3.5-9B." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Different models and bugs: Qwen3OmniMoe video ValueError vs Gemma3n forward variable collision." + "reason": "DeepSpeed ZeRO-3/Bert initialization failure is unrelated to an audio fbank feature extraction issue." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Both involve loading APIs, but the root causes differ: base_model_prefix breakage vs inconsistent from_pretrained inside classes." + "reason": "Torch.compile SDPA failure in Bamba is unrelated to DAC.from_latents missing STE behavior." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Unrelated subsystems: BigBirdTokenizer special-token decoding vs DAC.from_latents mismatch." + "reason": "Compile/SDPA behavior in Bamba does not match DiaConfig token-id persistence and generation IndexError." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: LayoutLMv2Tokenizer NER/padding crash vs Perceiver image interpolation failure." + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error affect different code paths and models." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different RT-DETR/VideoPrism bugs: output field mismatch vs feature-level type error." + "reason": "AutoImageProcessor URL loading and template-compilation failures are unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "Processor preset handling and a GenerationMixin import regression are unrelated bugs." + "reason": "Both mention dtype mismatches, but they occur in different models, export/load paths, and backends." }, { - "left": "issue:46650", - "right": "issue:47405", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both touch model loading/saving, but one is reverse-rename corruption and the other is silent wrong-auto-class conversion skipping." + "reason": "Image processing of void segmentation maps is unrelated to a CustomTrainer compute_loss signature break." }, { - "left": "issue:44991", + "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer implementations and failure modes; no shared underlying bug." + "reason": "Specific tokenizer-loading failure for cjvt/sleng-bert is not the same as the XLMRobertaTokenizer Unigram constructor bug." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure are unrelated." + "reason": "BigBird special-token registration and BitNet packed-weight loading are different bugs." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Gemma3n attribute collision and static-cache seq-length tensor arithmetic are separate code paths." + "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Same helper name, different bug: offline model_info call vs backend_tokenizer AttributeError." + "reason": "Qwen2.5-VL video position ids bug is unrelated to the FA2 long-context performance regression." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Both mention trust_remote_code, but they are different regressions with different causes." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are different issues." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Docs-example issues for SigLIP2 vs a long-OCR runtime error in Kosmos2.5 are not the same bug." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "StaticCache shape contract issue vs VideoPrism output misassignment are unrelated." + "reason": "Qwen3OmniMoe video input failure and Gemma3n audio mask variable collision are not the same code path." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Both are config/loading problems, but missing fields from trust_remote_code and strict granite_speech config are different issues." + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping errors are unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and from_pretrained behavior inside Python classes are different failures." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Output-field mismatch in VideoPrism is unrelated to RTDetr feature-level handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Different architectures and failure modes: sparse encoder layer creation vs RoPE layer dropping." + "reason": "BigBird tokenizer special-token handling and DAC latent reconstruction are unrelated." }, { "left": "issue:44186", - "right": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer crashes, but the affected tokenizers and root causes differ." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver interpolation failures." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Model-specific v4/v5 behavior regressions, but not the same model or code path." + "reason": "BarkProcessor voice_preset and GenerationMixin import breakage do not share a concrete code path." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:46650", + "right": "issue:47405", "accept": false, - "reason": "Static cache length contract vs Gemma4 quantized embedder dtype casting are unrelated." + "reason": "save_pretrained key corruption and silent model_type mismatch conversion skip are distinct serialization/loading bugs." }, { "left": "issue:44991", - "right": "issue:46291", + "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failure and kernels import-time dependency failure are separate problems." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is not the same as the XLMRobertaTokenizer Unigram constructor issue." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Qwen video chat-template mismatch and T5 decoder validation messaging are unrelated." + "reason": "Gemma3n audio mask collision and static-cache seq-length tensor type issues are unrelated." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "A tensor mask shape mismatch and trainer.evaluate() failing after train are not the same underlying issue." + "reason": "Offline model_info lookup in _patch_mistral_regex and backend_tokenizer AttributeError are separate failures in the same area, but not the same bug." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different backends/models: Llava Next segmentation fault vs MPS histogram support error." + "reason": "Both mention remote_code regressions, but one is specifically about is_torch_fx_available removal while the other is a broader umbrella report." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are unrelated model-specific bugs." + "reason": "StaticCache seq-length return-type contract and VideoPrism hidden_states misassignment are unrelated." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation/example problems are unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict config blocking granite_speech loading are different config-loading bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failure modes in different models." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping affect different model configs and code paths." } ] }, @@ -6440,59 +6353,69 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36331", - "issue:42175", - "issue:42915", - "issue:43388", + "issue:43322", "issue:43421", "issue:43540", "issue:43550", "issue:43577", "issue:43582", + "issue:43606", + "issue:43618", "issue:43644", - "issue:43645", + "issue:43697", "issue:43716", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", "issue:43818", - "issue:43825", - "issue:43931", - "issue:43994", "issue:44008", - "issue:44291", + "issue:44186", + "issue:44442", + "issue:44448", "issue:44479", "issue:44610", + "issue:44671", + "issue:44805", "issue:44811", + "issue:44936", "issue:44977", - "issue:45020", + "issue:44991", "issue:45072", - "issue:45081", "issue:45183", "issue:45381", "issue:45479", "issue:45563", "issue:45584", + "issue:45685", "issue:45834", - "issue:46032", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", "issue:46512", - "issue:46665", "issue:46752", - "issue:46846", - "issue:47254", + "issue:46932", "issue:47276", - "issue:47333", "issue:47337" ], "soft_pairs": [ + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43322|issue:45685", + "issue:43618|issue:43697", "issue:43716|issue:44008", "issue:45584|issue:45834", + "issue:43606|issue:45072", "issue:43550|issue:45072", "issue:44479|issue:45834", "issue:43421|issue:44811", @@ -6501,214 +6424,207 @@ "issue:43782|issue:44977", "issue:43644|issue:43749", "issue:43577|issue:43818", - "issue:43582|issue:46512", "issue:45563|issue:47276", + "issue:43582|issue:46512", "issue:44610|issue:45072", - "issue:34634|issue:36331", - "issue:43720|issue:45072", "issue:28218|issue:29159", + "issue:34634|issue:36331", "issue:43540|issue:45381", - "issue:43645|issue:46665", - "issue:43931|issue:46846", - "issue:43749|issue:44291", - "issue:47276|issue:47337", - "issue:43742|issue:45020", - "issue:43825|issue:43994", - "issue:42175|issue:45081", - "issue:47254|issue:47333", - "issue:43388|issue:46032", - "issue:42915|issue:47333" + "issue:43720|issue:45072" ], - "prepared_review_unit_hash": "0db526fec7064d439f877e3a715ff000fab3acd41cd76cb1868f672ec855dd75", + "prepared_review_unit_hash": "888832ab81e4d9e7d8edb3ca5fe059c41a709ed00fdaf3782f3b8dfbc5dad0dc", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35531, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of largely unrelated transformer bugs (tokenizer, multimodal model loading, dtype/loading regressions, trainer/runtime issues). The soft similarities are mostly thematic, not the same underlying defect, so none of the proposed duplicate pairs should be merged.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "Most pairs are clearly unrelated from titles/metadata alone. The tokenizer pair (28218/29159) is only a weak, title-level match and should not be treated as a confirmed duplicate without body-level evidence.", + "confidence": 0.61, + "canonical_issue_reason": "issue:28218 is the more specific tokenizer report and the better canonical anchor by title alone, but its relationship to issue:29159 is only tentative, not confirmed duplicate evidence.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:28218 is the clearest and most narrowly phrased tokenizer spacing report, so it is the best issue to anchor the cluster if these reports are later linked; current evidence still does not prove duplication with issue:29159.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crashes vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and behaviors: Pegasus output drift vs CamemBERT masked-LM prediction changes." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract bug is unrelated to Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to importing pipelines failing due to kernels version/revision requirements." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths and symptoms: Qwen video chat-template mismatch vs T5 decoder-input validation." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to an MPS histogram implementation error on Int tensors." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions and RTDetrV2 output drift are different regressions in different models." + }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both involve multimodal models, but one is a preprocessor/model dtype mismatch and the other is a Gemma3n forward variable-collision AttributeError; different code paths and fixes." + "reason": "Image-preprocessor dtype mismatch is unrelated to Gemma3n's variable-name collision/AttributeError." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after special-token alignment is unrelated to Kosmos2.5 long-OCR index handling." + "reason": "Whisper empty-transcription failure after align_special_tokens is not the same bug as Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different problems." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "One is a Bamba torch.compile/SDPA bug, the other is a dtype mismatch in different models; not the same concrete failure." + "reason": "Torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to the bfloat16 dtype mismatch reports." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen VL video-input regression and Kosmos2.5 long OCR index error are different model/input bugs." + "reason": "Different models and input pipelines: Qwen video-input regression vs Kosmos2.5 OCR index error." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer-adjacent, but runtime post-processor updates and Whisper batch_decode skip_special_tokens are separate behaviors." + "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens handling are distinct bugs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR messaging is unrelated to the single-label-classification zero-loss bug." + "reason": "Input validation error messaging is unrelated to single-label classification with num_labels=1 producing zero loss." }, { "left": "issue:46752", "right": "issue:47337", "accept": false, - "reason": "Empty chat-template input crash and bbox-range flaky test are unrelated." + "reason": "Empty apply_chat_template input and flaky bbox coordinate-range test failures are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different issues." + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different failures." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading, but junk non-persistent buffers and broken FSDP CPU RAM efficient loading are distinct defects." + "reason": "Non-persistent buffer junk filling in Transformers v5 is not the same as FSDP CPU RAM efficient loading breaking." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype not propagating is unrelated to Video-LLaVA missing temporal attention/shared weights." - }, - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Apple Silicon caching_allocator warmup TypeError and stale model.config.dtype after from_config are different dtype-related bugs." + "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warning-message problems, but about different APIs and different message text." - }, - { - "left": "issue:44610", - "right": "issue:45072", - "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + "reason": "Both are warning-message complaints, but they refer to different warnings in different generation paths." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { - "left": "issue:43720", + "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during loading and a separate dtype mismatch in inference are not the same bug." + "reason": "OmDet-Turbo processor/model input-size mismatch is unrelated to dtype mismatches in other models." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer extra-space after added token is a specific bug; the other is a broader slow/fast tokenizer inconsistency report." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and generic input_ids/inputs_embeds validation messaging are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:46665", - "accept": false, - "reason": "Jupyter custom-model initialization breakage and from_pretrained behavior inside Python classes are different loading scenarios with different causes." - }, - { - "left": "issue:43931", - "right": "issue:46846", - "accept": false, - "reason": "Different Qwen variants and different failure modes: weight shape mismatch versus missing tp-plan entries causing OOM/shape errors." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are separate loading regressions." - }, - { - "left": "issue:47276", - "right": "issue:47337", - "accept": false, - "reason": "Misleading synced_gpus warning and bbox coordinate range flaky test are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "A key error loading one model is not the same underlying problem as broad remote_code breakage across recent versions." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Wrong translation-support warning text and SigLIP2 nonsensical outputs are unrelated." + "reason": "The titles are plausibly related around tokenizer special-token behavior, but the packet lacks body-level evidence to confirm the same underlying bug or code path." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Package dependency omission and a tokenizer backend_tokenizer AttributeError are unrelated." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature error are unrelated." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "PEFT+ZeRO-3 checkpointing error and disk-offloaded Qwen3 save failure are distinct training/offloading bugs." + "reason": "Qwen3OmniMoe video-input ValueError and qwen2.5-vl/qwen3.5 vision_position_ids regression are different multimodal bugs." }, { - "left": "issue:42915", - "right": "issue:47333", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and disk-offload save failure for Qwen3-30B-A3B are unrelated." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch issues in other models." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too confident for the evidence in the packet. The only accepted pair, issue:28218 vs issue:29159, is plausibly related, but the packet only gives titles/metadata, so saying they are the same tokenizer special-token bug and the same code path goes beyond what is grounded. The canonical/best-issue claims also rely on that unproven duplication. Please downgrade that soft-edge verdict to conservative uncertainty or reject it." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6724,58 +6640,68 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:36010", "issue:36331", "issue:42175", "issue:42915", - "issue:43257", "issue:43262", - "issue:43329", - "issue:43452", + "issue:43388", "issue:43531", "issue:43550", "issue:43577", "issue:43582", - "issue:43638", "issue:43645", "issue:43653", + "issue:43742", + "issue:43749", "issue:43782", "issue:43819", "issue:43825", - "issue:43827", - "issue:43927", - "issue:44060", - "issue:44368", + "issue:43931", + "issue:43994", + "issue:44291", "issue:44589", "issue:44671", - "issue:44821", "issue:44857", "issue:44912", - "issue:44936", - "issue:44991", "issue:45003", + "issue:45020", "issue:45042", "issue:45081", "issue:45325", "issue:45372", - "issue:45406", "issue:45701", + "issue:46032", "issue:46175", "issue:46285", "issue:46291", "issue:46326", + "issue:46665", "issue:46697", "issue:46728", + "issue:46846", "issue:46851", "issue:46932", "issue:47217", "issue:47254", + "issue:47276", "issue:47332", + "issue:47333", "issue:47337" ], "soft_pairs": [ + "issue:43645|issue:46665", + "issue:43931|issue:46846", + "issue:47276|issue:47337", + "issue:43749|issue:44291", + "issue:43742|issue:45020", + "issue:43825|issue:43994", + "issue:42175|issue:45081", + "issue:47254|issue:47333", + "issue:43388|issue:46032", + "issue:42915|issue:47333", "issue:46697|issue:46728", "issue:44671|issue:45701", "issue:44589|issue:45042", @@ -6783,217 +6709,221 @@ "issue:47254|issue:47332", "issue:43782|issue:45325", "issue:43262|issue:47217", - "issue:36010|issue:43645", "issue:46851|issue:47337", + "issue:36010|issue:43645", "issue:43262|issue:43819", "issue:43653|issue:44912", "issue:43582|issue:44857", "issue:36010|issue:36331", - "issue:43531|issue:45042", "issue:45003|issue:46285", + "issue:43531|issue:45042", "issue:46175|issue:46932", "issue:43550|issue:44912", - "issue:42175|issue:46291", "issue:45372|issue:46326", - "issue:43638|issue:44936", - "issue:43819|issue:43927", - "issue:43825|issue:43827", - "issue:43257|issue:43329", - "issue:43452|issue:44991", - "issue:42915|issue:44821", - "issue:45081|issue:45406", - "issue:44060|issue:44368" + "issue:42175|issue:46291" ], - "prepared_review_unit_hash": "71758b04dfe1d4a5b6a18af370e77563fcb180863923ae9fd0d720af70870a93", + "prepared_review_unit_hash": "56dc388427da6e02a18228a96adee33304baed6c5b00304f9d530fec2b130db1", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36290, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "soft_pair_count": 29, + "serialized_chars": 36712, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated closed issues that only share broad lexical themes (v5 regressions, Qwen/Gemma/Gemma4, tokenizer/model loading, multimodal bugs). None of the soft-edge pairs look like the same underlying defect, so they should all stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "If a single issue must anchor the cluster, issue:45701 is the broadest/highest-signal user-facing regression report here (multiple references, general tokenization breakage). But it is not a true duplicate of the others.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the soft-similarity pairs share keywords or broad subsystems, but the concrete bugs, models, and code paths differ. None of the soft edges look like true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "If a single anchor is needed, issue:47254 is the least bad representative because it is a substantive runtime failure and sits in the only small offloading/checkpointing-related pocket of the cluster. It is not a true duplicate umbrella for the rest of the items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most representative general regression report in this set; the rest are narrower, model-specific, or subsystem-specific bugs with no strong duplicate chain.", + "best_issue_reason": "Issue:47254 is the best overall representative of the cluster only in the weak sense that it is a real, high-severity bug and one of the few with nearby soft matches. The cluster still does not form a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model/loading behavior in notebooks, but one is a Transformers 5 import/init break and the other is inconsistent from_pretrained behavior inside Python classes; different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different bugs: Qwen3-VL weight-shape mismatch versus Qwen3.5 TP planning missing linear_attn entries." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A warning-message issue about synced_gpus is unrelated to a flaky bbox-range test failure." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but one is FSDP CPU RAM efficient loading breaking and the other is an unexpected _is_hf_initialized argument in init_empty_weights; distinct code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key lookup error is model-specific, while remote_code breakage is a broader loading regression; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message / task-support message bug in pipeline(), the other is incorrect model outputs for SigLIP2." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/dependency mismatch for torch extra vs a tokenizer backend_tokenizer crash; unrelated subsystems." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient checkpointing + ZeRO-3 CheckpointError is a training-time failure, while disk-offloaded model saving is a serialization/offloading bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering drops tuple labels in the last batch; Mamba2Mixer has incorrect use_cache results for seq_len>1. Different code paths." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Both mention Qwen models, but one is FineGrainedFP8Config failure and the other is saving a disk-offloaded model; different mechanisms and symptoms." + }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processor bugs, but one is over-padding in Swin2SR and the other is a wrong patch-count calculation in Aria; different code paths and symptoms." + "reason": "Both are image-preprocessing bugs, but one over-pads already-divisible Swin2SR inputs and the other miscounts patches for Aria at a specific max_image_size." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "One reports incorrect CamemBERT masked-LM predictions, the other a version-dependent tokenizer change; related theme, not the same bug." + "reason": "CamemBERT masked-LM predictions regress, whereas the other report is a broader tokenization behavior change across versions." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are unrelated runtime failures." + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are unrelated runtime/dependency issues." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype staying float32 and Apple Silicon warmup TypeError are different models/platforms and different failure modes." + "reason": "BLIP2 dtype propagation on load is unrelated to a TypeError in caching_allocator_warmup on Apple Silicon." }, { "left": "issue:47254", "right": "issue:47332", "accept": false, - "reason": "PEFT+ZeRO-3 checkpointing error and offloading-save failure for Qwen3-VL are separate training vs serialization problems." + "reason": "CheckpointError under PEFT/ZeRO-3 is not the same as failing to save a disk-offloaded Qwen3-VL model." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are distinct model/version issues." + "reason": "Different Qwen model families and different bugs: weight_only loading failure versus rope-index temporal scaling." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder handling are different modalities and different code paths." + "reason": "Audio chat-template sampling-rate default is unrelated to VL image-placeholder handling in user text." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:46851", + "right": "issue:47337", "accept": false, - "reason": "GenerationMixin import failure and custom-model initialization in notebooks are unrelated import/environment regressions." + "reason": "Variable-length position_ids in Qwen3.5 is a model behavior bug; the other is an unrelated flaky bbox-coordinate test." }, { - "left": "issue:46851", - "right": "issue:47337", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Variable-length position_ids in Qwen3.5 and bbox range flakiness are unrelated bugs." + "reason": "GenerationMixin import failure and notebook custom-model initialization breakage are separate regressions." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor chat-template sampling rate and DAC latent reconstruction mismatch are unrelated issues." + "reason": "Audio processor sampling-rate default and DAC.from_latents missing STE are different audio bugs in different components." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated tokenizer vs quantization bugs." + "reason": "Tokenizer special-token registration causing empty decode is unrelated to MXFP4 quantization falling back to bf16." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and float16 AMP crash in LwDetrImageLoss are different platform/model failures." + "reason": "An Apple Silicon allocator TypeError is not the same bug as float16 AMP crashing in LwDetrImageLoss." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated API breakages." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated API regressions." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are different model-internal issues." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are different internal API issues." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "The first is a memory blow-up in Gemma4 vision patch embeddings; the second is a dtype-casting bug for quantized embedders." + "reason": "Both are Gemma4-related, but one is a huge one-hot memory blow-up in vision patch embeddings and the other is a dtype-casting fix for quantized embedders." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile SDPA failure and MXFP4 quantization fallback are unrelated problems." - }, - { - "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Missing TensorFlow in torch-only install and kernels version/revision import failure are unrelated packaging issues." - }, - { - "left": "issue:45372", - "right": "issue:46326", - "accept": false, - "reason": "Both involve mistral_common-adjacent processor/tokenizer code, but one is an ImportError for ReasoningEffort and the other is continue_final_message behavior; not the same defect." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "ZeRO-3 index error with a non-pretrained Bert model and trainer.evaluate() failing after train() are unrelated training-loop issues." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig losing custom token IDs are different components and different failure modes." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "One is an error-message regression about translation support in pipeline(), the other is stale docs still referencing pipeline(); related theme, not one bug." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and a multimodal token-counting undefined-name bug are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "gguf_file breakage for AutoTokenizer/AutoModel loading and a specific tokenizer-loading failure for EMBEDDIA/est-roberta are separate pretrained-loading problems." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and AutoImageProcessor-from-URL failure are unrelated." + "reason": "Bamba torch.compile + SDPA failure is a compile/runtime-path bug, not the same as MXFP4 quantization loading fallback." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Mistral regex patching on a tokenizer without backend_tokenizer and Gemma4Processor missing _tokenizer are distinct tokenizer/processor bugs." + "reason": "ReasoningEffort import breakage in Gemma4 processor loading and continue_final_message behavior for mistral_common tokenizers are distinct issues." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Both mention tied-weights warnings in Qwen-family models, but they describe different models and different causes; not the same concrete bug." + "reason": "Missing TensorFlow in the torch extra and kernels v0.15 requiring version/revision are different dependency problems." } ] }, @@ -7015,7 +6945,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28370", "issue:29159", @@ -7028,55 +6958,63 @@ "issue:43257", "issue:43262", "issue:43329", - "issue:43425", "issue:43450", - "issue:43525", + "issue:43452", "issue:43526", + "issue:43638", "issue:43643", "issue:43696", "issue:43697", "issue:43742", "issue:43746", + "issue:43819", + "issue:43825", + "issue:43827", "issue:43854", "issue:43906", - "issue:43931", + "issue:43927", + "issue:44060", "issue:44291", - "issue:44387", + "issue:44368", "issue:44479", "issue:44554", - "issue:44589", "issue:44610", - "issue:44617", "issue:44811", "issue:44821", "issue:44912", + "issue:44936", "issue:44977", - "issue:44987", + "issue:44991", "issue:45042", "issue:45081", "issue:45084", + "issue:45406", "issue:45538", "issue:45600", "issue:45759", "issue:45859", "issue:46209", - "issue:46291", - "issue:47020", - "issue:47050", - "issue:47145", - "issue:47333" + "issue:47050" ], "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43825|issue:43827", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:42915|issue:44821", + "issue:45081|issue:45406", + "issue:44060|issue:44368", "issue:43526|issue:43697", "issue:43257|issue:43696", "issue:43854|issue:44977", "issue:45859|issue:47050", "issue:28370|issue:29159", "issue:43746|issue:44811", - "issue:42915|issue:43742", + "issue:43906|issue:46209", "issue:45084|issue:45538", + "issue:42915|issue:43742", "issue:38175|issue:44610", - "issue:43906|issue:46209", "issue:43329|issue:44479", "issue:43262|issue:44811", "issue:44291|issue:45042", @@ -7084,228 +7022,206 @@ "issue:43643|issue:45759", "issue:43329|issue:45600", "issue:43329|issue:43450", - "issue:39692|issue:44912", "issue:34567|issue:40990", "issue:43526|issue:44554", - "issue:44387|issue:44617", - "issue:44589|issue:47333", - "issue:29159|issue:34567", - "issue:43257|issue:43931", - "issue:45081|issue:47020", - "issue:43425|issue:46291", - "issue:44987|issue:45538", - "issue:44291|issue:44821", - "issue:43525|issue:46291", - "issue:44912|issue:47145" + "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "76d3e91e479b3d6b3078f0bc6cc118c9e0b804292b87b75200bf32e723e5f58d", + "prepared_review_unit_hash": "57b1c73f7af8a2d7fb24be295625dba8aa0667efe00a87fcb66fb4b774363117", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36781, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "soft_pair_count": 28, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues that only share broad themes like loading, tokenizers, multimodal/video, quantization, or OOMs. None of the soft pairs look like the same underlying bug or a safe PR merge candidate.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous; none of the soft-similarity pairs look like true duplicates or the same mergeable code-path fix, so no pair should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43329 is the most concrete and central representative among an otherwise mixed set of bugs, but the cluster does not form a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43329 is the strongest single representative: it has the clearest actionable code-path bug and the most nearby multimodal/video-related similarities, even though the overall set is still heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO3/Bert index error vs train/evaluate lifecycle behavior." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message bug; the other is stale docs referencing removed pipeline APIs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and bugs: DAC latent reconstruction vs DiaConfig save/load token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue is unrelated to multimodal video token counting." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf support and the other is a specific tokenizer regression; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3MoE FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors, but on different objects and different loading paths/models." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings about tying weights, but the underlying model/config problems are different." + }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different models and code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output drift." + "reason": "Beit image label reduction bug and RTDetr v5 output regression are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "One is Qwen3 MOE weight conversion with accelerate/deepspeed; the other is a GPT-oss CUDA OOM. Same broad area, not the same defect." + "reason": "Qwen3 MoE weight-conversion bug is unrelated to a GPT-oss out-of-memory issue." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash loading in tests vs Qwen3.5 flash-attention generation problems." + "reason": "Different problems: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation regression." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Unrelated failures: CPU-offload compatibility in Qwen3.5Moe rotary embedding vs CanineModel ONNX dtype mismatch." + "reason": "CPU offload rotary embedding incompatibility and ONNX dtype mismatch are distinct bugs." }, { "left": "issue:28370", "right": "issue:29159", "accept": false, - "reason": "Both tokenizer-related, but one is missing vocab_file for custom SentencePiece and the other is slow/fast tokenizer inconsistency." + "reason": "Custom SentencePiece vocab_file handling is not the same as slow/fast tokenizer inconsistency." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different functionality: GraniteSpeech local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Different model/config bugs: Qwen3Moe FineGrainedFP8Config failure vs MobileLLM-125M key error." + "reason": "An isolated reproduction of another issue is not enough to match a separate FP8 inference bug." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "No shared root cause: template compilation error vs CLIPTokenizer model_max_length being too large." + "reason": "Template compilation error and CLIPTokenizer max_length are unrelated." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different models and failure modes: SigLIP2 zero probabilities vs OmDet-Turbo processor/model image-size mismatch." + "reason": "FineGrainedFP8Config failure and MobileLLM key error are different loading bugs." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Too generic to unify: an isolated reproduction of an earlier issue vs an FP8 inference failure on B200 hardware." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo image-size mismatch are different vision issues." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch video/multimodal handling, but one is undefined symbols in _get_num_multimodal_tokens and the other is a broader v5.3.0 video regression across several models." + "reason": "Video token counting undefined variables is not the same as the broader v5.3.0 video regression." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different audio bugs: apply_chat_template default sampling rate vs Whisper decode ignoring skip_special_tokens." + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode token skipping are unrelated." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different subsystems: init_empty_weights argument handling vs PIL backend image processors wrongly requiring torchvision." + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to torchvision being required by PIL backends." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path slash import warning and Qwen3 MOE weight-conversion failure are unrelated." + "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MoE weight conversion." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading issues, but the concrete bugs differ: missing fields under trust_remote_code vs not unwrapping text_config in composite multimodal configs." + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM from_config text_config unwrapping are different config-loading bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video token counting bug vs stale auto_mappings references to removed Sam3LiteText configs; different files and causes." + "reason": "Video multimodal token logic and stale auto_mappings references are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both mention video, but one is undefined helper usage in token counting and the other is batched video processor shape output." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Different problem domains: SigLIP2 documentation errors vs GPT-oss MXFP4 quantization fallback to bf16." + "reason": "Undefined video-token helper variables and batched video shape errors are different processor bugs." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting bug vs extreme perplexity on gpt-oss; no shared underlying code path." + "reason": "Trainer token counting not updating and GPT-oss perplexity are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label reduction bug and MPS attention correctness issue are unrelated." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both can surface as OOM, but one is int4 quantization memory reservation and the other is a Sam3Video runtime OOM." - }, - { - "left": "issue:44589", - "right": "issue:47333", - "accept": false, - "reason": "Storage lookup failure for FP8 tensors vs saving a disk-offloaded Qwen3 model; not the same bug." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Same model family name, but different failures: weight conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch on load." - }, - { - "left": "issue:45081", - "right": "issue:47020", - "accept": false, - "reason": "Both are tokenizer construction issues, but they involve different tokenizers and different failure mechanisms." - }, - { - "left": "issue:43425", - "right": "issue:46291", - "accept": false, - "reason": "Unrelated dependency problems: Torch 2.10 incompatibility vs kernels v0.15 import requirement." + "reason": "Beit label reduction and MPS attention correctness are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Different components and bugs: loading physical-intelligence/fast on transformers>=5.1.0 vs CLIPTokenizer max-length misconfiguration." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "init_empty_weights TypeError and AutoImageProcessor URL loading are separate issues." - }, - { - "left": "issue:43525", - "right": "issue:46291", - "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to kernels-v0.15 pipeline import failure." - }, - { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both are quantization-related, but one is MXFP4 falling back to bf16 and the other is silent corruption from missing weight_scale on frozen FP8 checkpoints." + "reason": "SigLIP2 docs/quantization issues do not match GPT-oss MXFP4 loading fallback behavior." } ] }, @@ -7327,11 +7243,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:24643", "issue:28282", - "issue:29127", "issue:29159", "issue:29870", "issue:33357", @@ -7339,249 +7254,272 @@ "issue:34689", "issue:42175", "issue:42915", + "issue:43257", "issue:43404", + "issue:43425", "issue:43454", + "issue:43525", "issue:43531", "issue:43540", "issue:43577", - "issue:43582", "issue:43650", - "issue:43697", "issue:43742", "issue:43749", "issue:43824", "issue:43906", - "issue:44062", + "issue:43931", "issue:44291", + "issue:44387", "issue:44479", "issue:44568", "issue:44589", + "issue:44617", "issue:44756", "issue:44821", - "issue:44936", - "issue:44991", + "issue:44912", + "issue:44987", + "issue:45081", "issue:45127", - "issue:45137", "issue:45356", - "issue:45357", - "issue:45405", "issue:45459", "issue:45538", "issue:45803", + "issue:46291", "issue:46421", "issue:46424", "issue:46693", "issue:46701", - "issue:46821", - "issue:46869", - "issue:47254", - "issue:47332" + "issue:47020", + "issue:47145", + "issue:47332", + "issue:47333" ], "soft_pairs": [ + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:45081|issue:47020", + "issue:43425|issue:46291", + "issue:44987|issue:45538", + "issue:44291|issue:44821", + "issue:43525|issue:46291", + "issue:44912|issue:47145", "issue:45459|issue:45803", - "issue:43742|issue:44291", "issue:43540|issue:46701", + "issue:43742|issue:44291", "issue:28282|issue:34689", "issue:28282|issue:29870", "issue:43454|issue:43577", "issue:33357|issue:34567", "issue:43749|issue:44756", - "issue:44589|issue:47332", "issue:43650|issue:43906", + "issue:44589|issue:47332", "issue:42175|issue:43824", "issue:43531|issue:44821", "issue:44568|issue:45356", - "issue:44479|issue:46693", "issue:46421|issue:46424", + "issue:44479|issue:46693", "issue:42915|issue:45538", "issue:24643|issue:29159", - "issue:43582|issue:47254", - "issue:44936|issue:46821", - "issue:45137|issue:45405", - "issue:43404|issue:45127", - "issue:28282|issue:29127", - "issue:43697|issue:45357", - "issue:44062|issue:44991", - "issue:45538|issue:46869" + "issue:43404|issue:45127" ], - "prepared_review_unit_hash": "88fec16a666bba52edee3f9688b8056827c27631145ee4ca9bd371603f1314ff", + "prepared_review_unit_hash": "6636c1ad44017c799d19c5f130e25c790a1b6da3f501480f5cba6f37782146dc", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34614, - "estimated_input_tokens": 8654, - "estimated_eval_tokens": 17564 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by superficial text similarity rather than true duplicates. The paired issues mostly span unrelated subsystems or root causes: tokenizer errors, multimodal model loading, cache behavior, DeepSpeed/FSDP, and model-specific regressions. I would not merge any of the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": "No clear duplicate hub emerges from the cluster; the issues are too heterogeneous. If one must be picked as a representative, issue 28282 is the clearest standalone user-facing failure report, but it does not unify the rest of the set.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, quantization, caching, and memory/offloading regressions. A few pairs are superficially adjacent, but none look like the same underlying defect or a single mergeable fix.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 46421 is the clearest self-contained runtime regression in the set and the most plausible anchor if one issue must represent the cluster, though the overall set is not actually a duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 28282 is the most concise and broadly understandable report, with an explicit error message and a clear reproduction context. It is representative as a high-signal issue, but not as a duplicate anchor for the cluster.", + "best_issue_reason": "Issue 46421 is the strongest standalone report: concrete repro, clear code path, and a well-scoped fix target compared with the more model-specific or vague reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention CUDA/OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific Sam3Video OOM report; different failure modes and fixes." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Both are storage/offloading related at a high level, but one is a float8 storage lookup error and the other is about saving a disk-offloaded model; not the same code-path bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated subsystems with different symptoms and remediation." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen/MoE loading, but one is about accelerate+deepspeed weight conversion while the other is a shape mismatch for Qwen3-VL; not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer constructor problems, but one is a Mistral regex patch crash and the other is an XLMRoberta/Unigram type mismatch; distinct code paths." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and a kernels dependency/version requirement failure are separate environment/dependency issues, not one bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for a specific model and CLIP tokenizer max length behavior are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and URL loading for AutoImageProcessor are different APIs and different failures." + }, + { + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Both involve error handling, but they hit different code paths and different failure modes; not the same underlying bug." + "reason": "Llama4 pad_token_id AttributeError is a model config bug, not a pipelines/kernels import issue." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantized loading, but MXFP4 fallback-to-bf16 and silent FP8 weight_scale omission are different quantization bugs with different fixes." + }, + { + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Both are model-loading failures, but one is a missing key and the other is an init_empty_weights argument mismatch; distinct causes." + "reason": "Both involve exception handling, but they affect different components and error paths; one hides tokenizer decode errors, the other is a bare except in Fuyu tensor conversion." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipelines and different failure surfaces; only broad subsystem overlap." + "reason": "Qwen3OmniMoe video input validation and DiffusionGemma pipeline output handling are unrelated multimodal bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error on load and init_empty_weights TypeError are different model-loading regressions with different causes." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "One is an environment/dependency import error, the other a model-loading regression for a specific vision model." + "reason": "A missing PyTorch import and a Llama 3.2 vision loading breakage are not the same underlying issue." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Completely different bug classes: missing PyTorch vs decoder attention mask assignment in generation." + "reason": "ImportError for PyTorch and Bart generate decoder_attention_mask assignment are unrelated." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both touch model internals, but one is weight tying for a specific architecture and the other is dtype propagation on BLIP2 loading." + "reason": "One is a tied-weight bug in Mistral3, the other is a dtype propagation issue in BLIP2; different problems and fixes." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Unrelated areas: a MacOS CLIP bus error versus a TrainerState bookkeeping bug." + "reason": "MacOS bus error in CLIP loading and TrainerState token counter stagnation are unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both relate to memory/loading, but one is FSDP CPU RAM-efficient loading and the other is mmap/OOM on a specific machine family." + "reason": "Both mention memory pressure, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct issues." }, { - "left": "issue:44589", - "right": "issue:47332", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Different storage/offload failures; no shared code-path is evident." + "reason": "The first is not a meaningful technical bug report, while the second is an isolated reproduction of a separate upstream issue." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44589", + "right": "issue:47332", "accept": false, - "reason": "No meaningful technical overlap beyond both being issue reports." + "reason": "Float8 storage lookup failure and inability to save a disk-offloaded model are not the same bug." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Package/backend installation problem versus missing exported class import; not the same defect." + "reason": "TensorFlow backend packaging and missing Qwen2.5 VL import are unrelated." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Different model families and unrelated failures; one is sliding_window behavior, the other image processor loading from URL." + "reason": "Sliding window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + "reason": "These are both tokenizer regressions, but one is special-token insertion behavior and the other is Kimi-K2.5 codec/regex handling; not the same underlying fix." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "One is a video-input regression across Qwen VL variants; the other is a performance regression with FA2 and long-context generation." + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is cache_length being ignored outside quantized cache; distinct bugs." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Both mention cache, but one is lazy-init causing recompilation and the other is max_cache_length being ignored; distinct bugs." + "reason": "A video-input regression and a long-context performance regression are different code paths and symptoms." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "No real overlap: FP8 configuration failure versus CLIP tokenizer max_length behavior." + "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Different domains entirely: DeepSpeed training weight-shape error versus tokenizer slow/fast inconsistency." - }, - { - "left": "issue:43582", - "right": "issue:47254", - "accept": false, - "reason": "Both touch distributed or Apple/PEFT contexts, but the actual failures and code paths are unrelated." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Trainer state/eval sequencing bug versus a TimesFM window_size attribute error; not duplicates." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO-3 deque failure and an unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed training weight dimensionality error and tokenizer inconsistency are not the same issue." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied embeddings/lm_head, but one is a missing weight-tie implementation and the other is a LoRA merge with extended vocabulary; different root causes." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "Missing PyTorch import versus LayoutLMv3 box-validation messaging; no duplicate evidence." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "One is an inference-output regression, the other a save_pretrained key serialization bug; different behaviors and fixes." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "Tokenizer-related failures, but one is an AddedToken argument conflict and the other is a model-specific tokenizer loading regression." - }, - { - "left": "issue:45538", - "right": "issue:46869", - "accept": false, - "reason": "CLIP tokenizer max_length bug and YOLO multi-GPU device-map failure are unrelated." + "reason": "Both mention weight tying, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocab; different defects and fixes." } ] }, @@ -7603,11 +7541,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:27957", "issue:28282", "issue:28370", + "issue:29127", "issue:34567", "issue:36331", "issue:38175", @@ -7620,10 +7559,9 @@ "issue:43540", "issue:43577", "issue:43582", - "issue:43716", + "issue:43697", "issue:43742", "issue:43749", - "issue:43756", "issue:43994", "issue:44062", "issue:44479", @@ -7633,254 +7571,261 @@ "issue:44568", "issue:44589", "issue:44792", - "issue:44849", "issue:44857", "issue:44898", + "issue:44936", "issue:44964", - "issue:44987", - "issue:45042", + "issue:44991", "issue:45081", - "issue:45325", + "issue:45137", + "issue:45357", "issue:45381", + "issue:45405", "issue:45488", - "issue:45701", - "issue:45823", - "issue:45907", - "issue:46463", + "issue:45538", "issue:46512", - "issue:46701", + "issue:46821", "issue:46832", + "issue:46869", + "issue:47254", "issue:47332", "issue:47333" ], "soft_pairs": [ + "issue:44936|issue:46821", + "issue:43582|issue:47254", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:43697|issue:45357", + "issue:44062|issue:44991", "issue:44857|issue:46832", + "issue:45538|issue:46869", "issue:41720|issue:43540", - "issue:43540|issue:44479", - "issue:39379|issue:44554", "issue:44568|issue:45488", + "issue:39379|issue:44554", + "issue:43540|issue:44479", "issue:43540|issue:44560", - "issue:42915|issue:47332", - "issue:45042|issue:45081", "issue:42915|issue:43749", + "issue:42915|issue:47332", "issue:27957|issue:28282", "issue:43452|issue:43582", "issue:34567|issue:36331", "issue:44479|issue:45381", "issue:44062|issue:45081", "issue:43742|issue:44589", - "issue:42175|issue:44488", "issue:38175|issue:44898", + "issue:42175|issue:44488", "issue:43493|issue:43994", "issue:43577|issue:46512", "issue:28282|issue:28370", "issue:44792|issue:44964", - "issue:43742|issue:47333", - "issue:44849|issue:45701", - "issue:44987|issue:45907", - "issue:43716|issue:46701", - "issue:45823|issue:46463", - "issue:43756|issue:45325" + "issue:43742|issue:47333" ], - "prepared_review_unit_hash": "19fd2a16fe5486438065d56d76c03eb5a3b5d4cf7241364338deb43a7bb24c90", + "prepared_review_unit_hash": "6a7791bd152917d44942de6864ea1d117b24b55547f49a7550a2b80e5ddc232e", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35219, - "estimated_input_tokens": 8805, - "estimated_eval_tokens": 17866 + "soft_pair_count": 28, + "serialized_chars": 35491, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated model-specific bugs, with a clear Qwen video-input regression subgroup centered on issue:44479. A SigLIP2-related subgroup also appears, but there is not enough evidence to promote any PR canonical here.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44479 is the broadest and most central report in the clearest duplicate family, covering the shared Qwen video-input regression across several related model variants.", + "summary": "The cluster is mostly heterogeneous, but two duplicate pockets are convincing: the SigLIP2 regression reports (43493/43994) and the Qwen2.5-VL video-input regression reports (44479/45381). The rest of the soft pairs look like broad subsystem similarity, not the same bug.", + "confidence": 0.71, + "canonical_issue_reason": "44479 is the broadest representative of the strongest duplicate pocket, covering the Qwen2.5-VL / Qwen3 video-input regression theme; 45381 reads like a narrower symptom report of the same position-handling bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the cluster because it anchors the most coherent duplicate subgroup while the rest of the issues are largely fragmented and unrelated.", + "best_issue_reason": "44479 is the best anchor because it is a clear regression report with cross-model impact and enough detail to represent the Qwen video-input bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Different trainer behaviors and unrelated failure modes." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Different errors: allocator warmup TypeError vs checkpointing/ZeRO-3." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed queue error is unrelated to PEFT version bump." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure is unrelated to layoutlmv3 error messaging." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen visual-key saving are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken duplication and est-roberta loading are not the same issue." + }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different detector models and different failure modes; both are vision bugs but not the same underlying issue." + "reason": "Different RT-DETR code paths: loss AMP crash vs forward feature-level mismatch." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length bug is unrelated to YOLO device mapping." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both mention Qwen3, but one is an auto device-mapping CUDA assert and the other is a video-input processing error." + "reason": "Both involve Qwen, but different models and distinct failure signatures." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Related video-input failures in nearby Qwen model lines, but the packet does not show enough evidence that they are the same regression family." + "reason": "Both tokenizer regressions, but different concrete behaviors and models." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Different code paths: mllama mask handling versus MPS attention correctness." + "reason": "Mllama mask handling and MPS attention dimension mismatch are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Separate tokenizer bugs affecting different models and different tokenizer layers." + "reason": "Both are video-related Qwen reports, but different model families and symptoms." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they hit different Qwen model families and error types; not clearly the same bug." + "reason": "Different Qwen video-input failures with different errors and models." }, { "left": "issue:42915", - "right": "issue:47332", - "accept": false, - "reason": "Unrelated offloading/save issue versus a FineGrainedFP8Config failure." - }, - { - "left": "issue:45042", - "right": "issue:45081", + "right": "issue:43749", "accept": false, - "reason": "Completely different subsystems: image processor dependency handling versus Mistral tokenizer regex patching." + "reason": "FineGrainedFP8 failure is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:42915", - "right": "issue:43749", + "right": "issue:47332", "accept": false, - "reason": "Different problems in Qwen/FP8 versus FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe FP8 failure is unrelated to disk-offloaded save behavior." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Unrelated issues: Flash Attention support versus missing PyTorch import error." + "reason": "Flash Attention support and missing PyTorch import are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Different failures in tokenizer/model loading versus Apple Silicon allocator warmup." + "reason": "GGUF loading breakage is unrelated to Apple Silicon allocator warmup." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer token-count tracking and custom compute_loss signature are distinct trainer API issues." + "reason": "Trainer token-count tracking and custom compute_loss signature are different bugs." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same Qwen2.5-VL/Qwen video-position regression in v5.3.0." + "reason": "Same Qwen2.5-VL video-input regression; both point to incorrect video position handling." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken argument conflict is unrelated to the Mistral regex/backend_tokenizer crash." + "reason": "AddedToken keyword collision and Mistral regex patch failure are different tokenizer issues." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading errors with no shared concrete code path." + "reason": "Model loading key error and missing Float8 storage are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Package/backend installation issue versus a model loading failure." + "reason": "SigLIP2 zero-probability symptom and Perceiver resize failure are different models/bugs." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different models and symptoms: zero probabilities in SigLIP2 versus Perceiver non-default resolution failure." + "reason": "TensorFlow backend packaging and loading cjvt/sleng-bert are unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 family and same underlying implementation discrepancy producing incorrect outputs." + "reason": "Same SigLIP2 discrepancy: one is the HF-vs-JAX root cause, the other the user-visible bad output." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is BLIP2/qformer dtype loading and the other is stale config.dtype from from_config; not the same bug." + "reason": "BLIP2 dtype handling and from_config config-dtype staleness are related but not the same bug." }, { "left": "issue:28282", "right": "issue:28370", "accept": false, - "reason": "Missing PyTorch import error and missing vocab_file for custom SentencePiece models are unrelated." + "reason": "PyTorch missing import and custom SentencePiece vocab_file handling are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model failures with no clear shared concrete code-path bug." + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are distinct." }, { "left": "issue:43742", "right": "issue:47333", "accept": false, - "reason": "Different model loading versus disk-offloaded save failure." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and a tokenization-version change are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Different repository/package issues; only loosely both mention versioning." - }, - { - "left": "issue:43716", - "right": "issue:46701", - "accept": false, - "reason": "Mistral-3 image dtype mismatch and DiffusionGemma pipeline failure are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46463", - "accept": false, - "reason": "Different subsystems: Gemma4 device mismatch versus T5 error messaging." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Different Qwen/Smollm RoPE-positioning bugs with no clear shared underlying change." + "reason": "MobileLLM key error and disk-offloaded Qwen3 save failure are different code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, and issue:44479 is a reasonable canonical representative. However, at least one soft-edge verdict is a bit too aggressive: issue:43540 vs issue:44479 is not clearly the same bug from the packet alone. The titles show related video-input failures in different Qwen model lines, but not enough evidence to call them the same regression family with confidence. I\u2019d keep that pair conservative/uncertain rather than accept. The rest of the verdicts look more defensible." + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The two accepted duplicate pockets are the only ones that look well-supported by the issue titles: SigLIP2 (43493/43994) and the Qwen video-input regression (44479/45381). The other soft-edge rejections stay on the safe side and don\u2019t overclaim mergeable sameness." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -7896,7 +7841,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:24643", "issue:29870", @@ -7906,283 +7851,279 @@ "issue:43452", "issue:43540", "issue:43577", - "issue:43653", "issue:43697", - "issue:43720", + "issue:43716", "issue:43742", "issue:43756", "issue:43906", - "issue:44361", "issue:44466", "issue:44488", "issue:44568", "issue:44625", "issue:44737", - "issue:44756", "issue:44821", "issue:44843", + "issue:44849", "issue:44877", - "issue:44898", - "issue:44913", "issue:44936", + "issue:44987", "issue:45005", "issue:45072", + "issue:45325", "issue:45405", - "issue:45588", "issue:45600", "issue:45663", "issue:45672", "issue:45674", - "issue:46121", + "issue:45701", + "issue:45823", + "issue:45907", "issue:46399", "issue:46463", "issue:46491", "issue:46693", + "issue:46701", "issue:46821", "issue:46829", "issue:46846", "issue:46899", "issue:47276", "issue:47332", - "issue:47404", "issue:47405" ], "soft_pairs": [ + "issue:44849|issue:45701", + "issue:44987|issue:45907", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:43716|issue:46701", "issue:45672|issue:45674", "issue:43756|issue:46399", "issue:46463|issue:47276", - "issue:44737|issue:46463", "issue:43257|issue:43756", + "issue:44737|issue:46463", "issue:45405|issue:45600", "issue:44625|issue:44877", "issue:43257|issue:47405", "issue:43742|issue:47332", - "issue:43577|issue:45072", - "issue:43540|issue:46693", "issue:43906|issue:46693", + "issue:43540|issue:46693", + "issue:43577|issue:45072", "issue:44466|issue:45005", "issue:43452|issue:44488", - "issue:24643|issue:29870", "issue:44568|issue:46491", + "issue:24643|issue:29870", "issue:46463|issue:46899", - "issue:44821|issue:46821", "issue:42796|issue:43906", + "issue:44821|issue:46821", "issue:43452|issue:44843", "issue:41762|issue:44936", - "issue:43720|issue:44898", "issue:45663|issue:46846", - "issue:43653|issue:44361", - "issue:43697|issue:46829", - "issue:44913|issue:46121", - "issue:44737|issue:45588", - "issue:44756|issue:47404" + "issue:43697|issue:46829" ], - "prepared_review_unit_hash": "443cf992291255607b58f0457d7c1d66b31360dde4c1df90f7653674b8a9109a", + "prepared_review_unit_hash": "6cf8046d5320f9bcdcd47d770cdb93252dc73de86b443a72b80db9d0385c8221", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36702, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "serialized_chars": 35952, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: nearly all pairs are different bugs in unrelated models/code paths. The only strong duplicate-looking pair is the v5 tied-weights regression in translation models. No PRs are present.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45005 is the broadest and most representative report for the only clear overlap in this set: tied-weight handling/serialization regressions in v5.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad themes like tokenization, dtype, or multimodal loading, but not the same concrete bug or fix path. I would not merge any of the proposed duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the best global anchor because it captures the underlying tied-weights regression at a broader level than the narrower device-dependent serialization report.", + "best_issue_reason": "issue:45701 is the broadest/highest-signal report in the set (multiple inbound refs and discussion), so it is the best anchor if one issue must be chosen, though it is not a true duplicate representative for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states handling vs tokenizer version/tokenization regression." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated failures: loading a specific model on 5.1.0 vs hub revision forwarding in CI." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE, but different models and different code paths/bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device mismatch in Gemma4 forward pass is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: dtype mismatch in Mistral-3 preprocessing vs DiffusionGemma pipeline output handling." + }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit/quantization, but one is a torch.finfo dtype cast bug and the other is a BitsAndBytes skip-module exclusion bug; different failure modes and code paths." + "reason": "Both are 4-bit inference issues, but one is an unsafe uint8 dtype cast and the other is a skip-modules exclusion bug." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different model families and defects: Smollm3 RoPE-layer dropping vs Qwen3.5 kernel registration failure." + "reason": "No shared bug: RoPE layer dropout in Smollm3 vs missing decorator for Qwen3.5 rotary op registration." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "One is T5 decoder-input validation messaging; the other is a synced_gpus warning in continuous batching. Not the same bug." + "reason": "Different behavior entirely: T5 validation error message vs synced_gpus warning text." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "XLNet CPU device placement bug and T5 decoder validation error are unrelated." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer selection." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion/loading with accelerate+deepspeed vs Smollm3 RoPE layer selection." + "reason": "CPU allocation in XLNet positional encoding is unrelated to T5 decoder-input error reporting." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump is a dependency/versioning issue; auto_mappings referencing removed configs is a code-maintenance breakage." + "reason": "PEFT version pinning issue vs stale auto_mappings references; different maintenance bugs." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config-handling bugs." + "reason": "Both are config-loading bugs, but one is num_labels propagation and the other is strict config rejection of granite_speech." }, { "left": "issue:43257", "right": "issue:47405", "accept": false, - "reason": "Both touch loading/conversion, but one is a Qwen3 MoE weight conversion issue and the other is a generic silent fallback when using the wrong Auto class." + "reason": "Different loading failures: MOE weight conversion vs silent conversion skip on model_type mismatch." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "MobileLLM loading KeyError vs disk-offloaded save failure are different offloading/loading paths." + "reason": "Specific model key error vs disk-offloaded save failure; no shared code-path bug." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Both are dtype-related, but the affected models and symptoms differ: BLIP2 stays float32 vs dtype mismatches during bfloat16 inference in other wrappers." + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe is unrelated to the FA2 long-context performance regression." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to FlashAttention2 long-context slowdown." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the FA2 performance regression described here." + "reason": "Both mention dtype, but they affect different models and likely different initialization paths." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same v5 tied-weights regression: inconsistent lm_head/tied-weight serialization depending on model/device, especially for translation models." + "accept": false, + "reason": "Tied-weight serialization depends on device in one issue; the other is a broader translation-model tied-weights problem." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaks in tokenizer/model loading generally, while cjvt/sleng-bert appears to be a separate model-loading failure with no clear shared root cause." + "reason": "Loading via gguf_file in auto classes is a different failure from one specific model not loading." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "DeepSpeed training 'weight must be 2-D' and Bart generate decoder_attention_mask unbound local error are different failures." + "reason": "Tokenizer regressions, but different tokenizers and different symptoms." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS addition vs losing one leading space on round-trip." + "reason": "DeepSpeed training weight-shape error vs Bart generate() decoder_attention_mask initialization bug." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation messaging and Gemma4 multimodal 4-bit dtype casts are unrelated." + "reason": "T5 error-message issue is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different APIs and bugs." + "reason": "Tokenizer BPE-marker handling vs an isolated reproduction of another unrelated issue." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling does not match an isolated reproduction of another issue." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading breakage and unconditional model_info() in mistral regex patch are different code paths." + "reason": "Both are loading-related, but one is gguf_file/auto-class breakage and the other is an offline hub lookup regression." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train are unrelated trainer/loading issues." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate load is unrelated to Perceiver resolution/interpolation failure." + "reason": "Gemma3 ZeRO-3 loading failure vs trainer.evaluate() state issue; different phases and code paths." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP plan omissions are different parallelism issues." - }, - { - "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are separate tokenizer defects." + "reason": "Different parallelism bugs on different models: FSDP2 shared_kv_states vs TP plan entries for Qwen3.5." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output drift in v5 and VideoPrism hidden_states wiring are different model-output bugs." - }, - { - "left": "issue:44913", - "right": "issue:46121", - "accept": false, - "reason": "GPTNeoXConfig rotary_pct reload regression and JSON-list TypeError in rope validation are separate config/validation issues." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet device placement bug and flash_attention crash on s_aux=None do not share the same underlying problem." - }, - { - "left": "issue:44756", - "right": "issue:47404", - "accept": false, - "reason": "Both mention OOM during loading, but the causes differ: mmap on Strix Halo vs unbudgeted contiguous() transients in conversion-op loading." + "reason": "Different output regressions in different model families; not the same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet and appropriately conservative overall. The only clearly duplicate-looking pair is issue:44466 \u2194 issue:45005, and the broader anchor choice for 45005 is well-supported by the titles. No PRs are present." - }, - "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 }, @@ -8197,7 +8138,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:33666", "issue:36010", @@ -8205,260 +8146,275 @@ "issue:40444", "issue:43295", "issue:43525", - "issue:43550", "issue:43572", "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43749", "issue:43761", "issue:43927", "issue:44361", "issue:44442", "issue:44464", - "issue:44479", "issue:44493", - "issue:44625", + "issue:44737", "issue:44743", "issue:44756", "issue:44811", "issue:44843", "issue:44857", + "issue:44898", + "issue:44913", "issue:44991", "issue:45216", "issue:45356", "issue:45357", "issue:45372", "issue:45542", + "issue:45588", "issue:45701", "issue:45704", "issue:45920", "issue:46050", + "issue:46121", "issue:46170", "issue:46178", "issue:46701", - "issue:46832", "issue:46846", - "issue:46932", "issue:47000", "issue:47013", "issue:47332", "issue:47404" ], "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44913|issue:46121", + "issue:44756|issue:47404", + "issue:44737|issue:45588", + "issue:43653|issue:44361", + "issue:38175|issue:43295", "issue:44493|issue:46050", "issue:44361|issue:44442", - "issue:38175|issue:43295", "issue:46846|issue:47404", "issue:45357|issue:45920", "issue:44756|issue:47332", "issue:43697|issue:45216", - "issue:40444|issue:44811", "issue:43688|issue:43749", + "issue:40444|issue:44811", "issue:44843|issue:44991", - "issue:44857|issue:47000", "issue:45372|issue:46170", + "issue:44857|issue:47000", "issue:43572|issue:43643", "issue:43761|issue:47013", "issue:43688|issue:45701", - "issue:45542|issue:46178", "issue:43646|issue:43749", + "issue:45542|issue:46178", + "issue:43688|issue:45704", + "issue:33666|issue:36010", "issue:43653|issue:43927", "issue:43525|issue:46701", - "issue:33666|issue:36010", - "issue:43688|issue:45704", "issue:44464|issue:44743", - "issue:44479|issue:44625", - "issue:43550|issue:44361", - "issue:43295|issue:45356", - "issue:46832|issue:46932" + "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "2f0061c3aae1f0abcd3f74f0f72957acca8e1843ef6052f3848c83129010a3a7", + "prepared_review_unit_hash": "4debb8988f96b05c3ebf50a74ef4f54855fae271fa1c000089f4ac644a6be5e5", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35146, - "estimated_input_tokens": 8787, - "estimated_eval_tokens": 17830 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues, mostly centered on regressions after v5.x across tokenization, config loading, multimodal processors, and model-specific runtime bugs. None of the soft pairs looks like the same underlying bug/change, so all should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #45920 is the best representative anchor: it\u2019s a broad, concrete tokenizer regression affecting multiple models, matching the cluster\u2019s recurring theme of v5-era loading/tokenization breakage.", + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports, with a loose subtheme around v5 tokenizer/config regressions and model-loading edge cases. I don\u2019t see any soft-edge pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative report in the set: it describes a multi-model v5 tokenizer regression and can serve as the best umbrella issue for the tokenizer-related subtheme.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the strongest standalone issue in the set because it is clearly described, widely scoped, and central to the shared regression theme, making it the best canonical issue if one must be chosen.", + "best_issue_reason": "Issue 45920 has the widest impact and clearest generality compared with the mostly model-specific or narrowly scoped reports, so it is the best single issue to keep as the representative case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different failures and code paths: a position-id key warning across many models vs a quantized model save/load corruption bug." + "reason": "Different subsystems and failure modes: BitNet loading/unpacking vs Perceiver interpolation on image classification." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both concern config/rope parameters, but one is silent reload fallback and the other is a TypeError in validation; not the same bug." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Both mention loading OOMs, but the causes differ: mmap on Strix Halo vs transient GPU allocations during conversion." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: XLNet positional encoding device placement vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but they involve different tokenizer classes and distinct loading/attribute errors, not the same bug." + "reason": "Both are tokenizer issues, but they affect different tokenizers and different concrete failures." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unrelated symptoms: zero probabilities in SigLIP2 inference vs a regression in processor.tokenizer / image-to-tokenizer handling." + "reason": "Different problems: zero probabilities in a SigLIP model vs processor/tokenizer API regression for custom model code." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "One is an unexpected key warning across many models; the other is save/load breakage for sinq-quantized models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Distinct tokenizer failures for different models; no shared underlying code-path is evident." }, { "left": "issue:46846", "right": "issue:47404", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel plan sizing and the other is device_map loading transients; different mechanisms and fixes." + "reason": "Both mention OOM/shape issues, but one is tensor-parallel plan metadata and the other is loading-time conversion transients." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different layers of the stack: Qwen3.5 save_pretrained visual-key serialization vs a tokenizer ID regression across multiple models." + "reason": "Qwen3.5 visual encoder key serialization is a different save_pretrained bug from broad tokenizer ID regressions." }, { "left": "issue:44756", "right": "issue:47332", "accept": false, - "reason": "Different offloading problems: mmap avoidance on Strix Halo to prevent OOM vs inability to save a disk-offloaded Qwen3-VL checkpoint." + "reason": "Different offloading/loading problems: disabling mmap to avoid OOM vs inability to save a disk-offloaded model." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Separate model-specific regressions: RT-DETR output differences vs Qwen3.5 checkpoint save_pretrained corruption." + "reason": "Different regression targets: RTDetrV2 forward-output changes vs Qwen3.5 checkpoint save_pretrained corruption." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "One is finetuning with multiple images per prompt; the other is Whisper batch_decode skip_special_tokens handling. Not the same bug." + "reason": "Aux-loss normalization and FSDP CPU-efficient loading are unrelated bugs." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + "reason": "Different pipelines and failures: multi-image finetuning with IterableDataset vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load regressions, but one is an offline hub call in _patch_mistral_regex and the other is a specific model tokenizer load failure; no clear same code path." + "reason": "Both are tokenizer loading regressions, but one is offline model_info behavior and the other is model-specific tokenizer loading failure." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both concern detection losses, but one crashes under float16 AMP/CUDA and the other has an infeasible cost matrix in RTDetrLoss; different bugs." + "reason": "Unrelated dependency/import issues: mistral_common ReasoningEffort vs Windows/ROCm torch.distributed dependency handling." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Completely different import issues: mistral_common ReasoningEffort for Gemma 4 vs Windows/ROCm torch.distributed dependency." + "reason": "Both are loss-related crashes, but they are different losses and different numerical failures." }, { "left": "issue:43572", "right": "issue:43643", "accept": false, - "reason": "Both are about missing config fields, but one is a specific StableLm pad token field after v5 update and the other is a trust_remote_code AutoConfig field-loss issue." + "reason": "Missing pad_token_id in a specific config is not the same as generic missing fields from trust_remote_code loading." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different model families and mechanics: CLIPVision hidden_states regression vs xLSTM tuple-unpacking crash with return_last_states=False." + "reason": "Different model behaviors and code paths: CLIPVision hidden_states regression vs xLSTM state unpacking crash." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization is not the same as a broad tokenization behavior change report." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both are backend-related, but tensorboard/TensorFlow backend detection is separate from the tensorflow_text backend mapping error." + "reason": "One is an auxiliary-loss normalization bug; the other is a broad report that tokenization changes across versions." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "General custom-model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate regressions." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token ID persistence are different classes of bugs." + "reason": "Both involve backend detection, but one is TensorBoard/TensorFlow ambiguity and the other is tensorflow_text backend mapping." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is unrelated to the DiffusionGemma image-text-to-text pipeline failure." + "reason": "Unrelated: auxiliary-loss normalization vs T5 silently using a leaking apex RMSNorm implementation." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated issues." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both involve generation/state, but one is compiled-forward chunked generation inconsistency and the other is xLSTM recurrent-state reset logic; not the same fix." + "reason": "Different tokenizer/config bugs: special-token registration vs custom token IDs lost after save/load." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "A multimodal video-input regression in several Qwen models is distinct from Qwen3.5 num_labels propagation." + "reason": "Different failures: missing pad_token_id in Llama4Config vs a pipeline/output mismatch for DiffusionGemmaGenerationOutput." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "torch.compile/SDPA on Bamba-9B-v2 is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "Both affect generation/statefulness, but the concrete bugs and models differ; not mergeable as one PR." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer API regression with images is unrelated to Kimi-K2.5 codec handling and mistral regex warning behavior." - }, - { - "left": "issue:46832", - "right": "issue:46932", - "accept": false, - "reason": "RT-DETR forward shape/type error is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + "reason": "Different regressions: processor/tokenizer API breakage vs Kimi-K2.5 codec handling and warning behavior." } ] }, @@ -8480,7 +8436,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28370", "issue:32090", @@ -8497,7 +8453,6 @@ "issue:43572", "issue:43577", "issue:43606", - "issue:43611", "issue:43643", "issue:43653", "issue:43688", @@ -8509,6 +8464,7 @@ "issue:44361", "issue:44464", "issue:44466", + "issue:44479", "issue:44554", "issue:44561", "issue:44568", @@ -8526,250 +8482,253 @@ "issue:46612", "issue:46693", "issue:46829", - "issue:46846", + "issue:46832", + "issue:46932", "issue:47254", "issue:47276" ], "soft_pairs": [ + "issue:44479|issue:44625", + "issue:46832|issue:46932", "issue:43756|issue:46402", + "issue:43550|issue:44361", "issue:43761|issue:46829", "issue:43653|issue:44568", "issue:41720|issue:44464", "issue:33666|issue:36331", "issue:43452|issue:43577", "issue:28370|issue:34567", - "issue:44466|issue:46050", "issue:44977|issue:46693", - "issue:43504|issue:43550", + "issue:44466|issue:46050", "issue:44464|issue:44977", "issue:32090|issue:33666", + "issue:43504|issue:43550", "issue:42898|issue:46491", "issue:45405|issue:47254", - "issue:43606|issue:43927", - "issue:43720|issue:43927", "issue:43782|issue:46693", + "issue:43606|issue:43927", "issue:43504|issue:43720", + "issue:43720|issue:43927", "issue:43278|issue:43688", "issue:43643|issue:44561", "issue:44625|issue:47276", - "issue:43720|issue:44361", - "issue:43504|issue:44610", "issue:43688|issue:45440", + "issue:43504|issue:44610", + "issue:43720|issue:44361", "issue:44734|issue:46612", - "issue:43525|issue:43572", "issue:43577|issue:44554", + "issue:43525|issue:43572", "issue:44964|issue:45405", - "issue:45823|issue:46050", - "issue:43611|issue:46846" + "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "401ab4d89f30dc340aee34b7e3578c004c429ad5851ab7fd947c15bd5d82c3f7", + "prepared_review_unit_hash": "16e952b4a7efa0f1aacfe1a9450d82a40419ccc1bb0391feba36b29184eeb9c5", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36299, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37483, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config, loading, training, generation, and serving bugs. None of the soft pairs looks like the same underlying fix, so no duplicate merge is justified.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster because the items span unrelated regressions and model families rather than one shared bug.", + "summary": "This cluster is mostly heterogeneous; I don\u2019t see any soft pair that looks like the same underlying bug or a mergeable duplicate PR. Most items are isolated regressions across unrelated models, configs, trainers, and generation paths. If a representative issue is needed, the broadest one is the trust_remote_code/v5 regression item, but it does not actually unify the rest.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44561 is the broadest, most general regression in the set (v5/trust_remote_code breakage) and is the closest thing to a representative theme, but the cluster is not a true duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative; the set is too broad and the reported failures are unrelated in codepath and fix.", + "best_issue_reason": "Issue 44561 is the best single representative only because it has the widest scope and clearest regression framing; it is not a good duplicate hub for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen problems: video-input regression in multiple VL models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR forward shape/type error and Gemma4 quantized embedder dtype casting are unrelated bugs." + }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different models and different failures: RoPE layer dropping in Smollm3 versus text encoder weights not loading in Sam3Model." + "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weights not loading are separate model-specific loading issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and MLukeTokenizer AttributeError are different code paths and symptoms." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden states, but they are separate model-specific output bugs with different APIs and symptoms." + "reason": "Both touch hidden_states, but one returns None in CLIPVisionModel while the other mispopulates ImageClassifierOutput for VideoPrism; not the same bug." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Tokenizer special-token registration for BigBird is not the same bug as BOS/EOS insertion behavior for mdeberta-v3." + "reason": "Both concern tokenizer special tokens, but they affect different tokenizers with different failure modes and fixes." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert during Qwen3 device mapping is unrelated to chunked generation inconsistencies under compiled forward." + "reason": "Qwen3 auto-device-mapping assert and chunked-generation compiled-forward inconsistency are unrelated generation/device issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training on Qwen2-VL is not the same as a Trainer API kwarg change breaking custom compute_loss." + "reason": "Multi-GPU training failure and CustomTrainer compute_loss signature breakage are different trainer/distributed problems." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and BLIP2 dtype persistence are different loading paths with unrelated root causes." - }, - { - "left": "issue:28370", - "right": "issue:34567", - "accept": false, - "reason": "Missing vocab_file in custom SentencePiece models is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "GGUF from_pretrained breakage and BLIP2 dtype not propagating are unrelated loading bugs." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:28370", + "right": "issue:34567", "accept": false, - "reason": "Serialization of tied lm_head weights is a different bug from quantized sinq save/load corruption." + "reason": "Missing vocab_file for custom SentencePiece and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation correctness on Qwen3.5 is not the same underlying issue as a long-context FA2 performance regression." + "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are different failure modes, not one concrete bug." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Legacy-field model loading in Beit is unrelated to a torch.compile + SDPA failure in Bamba." + "reason": "Device-dependent lm_head serialization and sinq save/load breakage are distinct persistence issues." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and flash-attention generation failures are distinct codepaths and fixes." + "reason": "Compiled-forward chunked generation inconsistency is separate from the Qwen3.5 flash-attention generation bug." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "A NoneType GPU broadcast error in Trainer is not the same as Qwen2-VL multi-GPU training behavior." + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are different distributed-training failures." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field pretrained-load failure in Beit is unrelated to Bamba's torch.compile SDPA crash." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Global clean_up_tokenization_spaces behavior changes are unrelated to CodeLlama's leading-space round-trip regression." + "reason": "Both are tokenizer cleanup/regression flavored, but the former is a global v5 behavior change while the latter is a CodeLlama round-trip spacing bug." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "A release/version pin issue for PEFT is not the same as a runtime CheckpointError with ZeRO-3 and gradient checkpointing." + "reason": "PEFT version pin/release problem and ZeRO-3 checkpoint error are not the same underlying bug." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Qwen3VL weight_only load failure and FA2 performance regression are unrelated." }, { - "left": "issue:43720", + "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from config field loss after serialization." + "reason": "CPU offload device mismatch and DiaConfig custom token ID loss after save/load are separate issues." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to the FA2 long-context performance regression." + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are different model-loading bugs." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "A legacy field blocking Beit preset loading is not the same as BitNet packed-weight handling in accelerate." + "reason": "Packed-weight handling in accelerate loading and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift between train/eval and auxiliary loss normalization are separate numerical issues." + "reason": "Embedding dtype drift in evaluation and auxiliary-loss normalization are unrelated training/eval bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig output while the other is an API removal breaking remote models." + "reason": "Both involve trust_remote_code, but one is missing config fields while the other is an API removal breakage; different root causes." }, { "left": "issue:44625", "right": "issue:47276", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to a misleading synced_gpus warning message." + "reason": "Qwen3.5 num_labels propagation and a misleading synced_gpus warning are unrelated." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError affect different subsystems and codepaths." + "reason": "Aux-loss normalization and DeepSeekV3 implementation divergence are not the same bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy-field loading in Beit is unrelated to OmDet-Turbo's processor/model input-size mismatch." + "reason": "Beit legacy-field load failure and OmDet-Turbo image-size mismatch are unrelated." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Auxiliary loss normalization is a different bug from DeepseekV3 implementation divergence." + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError do not share a code path." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in serve is not the same as beam-search cache reorder being skipped for specific models." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate config-field regressions." + "reason": "Serve KV-cache continuation indexing and beam-search cache reorder skipping are different generation internals." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype persistence is unrelated to an MPS attention correctness issue when value head dim differs from query." - }, - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "Phi-4 multimodal loading failure and unreleased PEFT version pin are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Gemma4 PLE device mismatch during forward is a different bug from quantized sinq save/load breakage." + "reason": "BLIP2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "base_model_prefix load regression and missing linear_attn entries in base_model_tp_plan are separate model-loading and tensor-parallel planning issues." + "reason": "Both are missing padding-token-related config fields after v5, but they affect different model configs and are not clearly the same concrete bug." } ] }, @@ -8791,7 +8750,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28218", "issue:29925", @@ -8803,14 +8762,12 @@ "issue:43295", "issue:43334", "issue:43493", - "issue:43504", "issue:43531", "issue:43572", - "issue:43606", + "issue:43611", "issue:43646", "issue:43701", "issue:43825", - "issue:43844", "issue:43873", "issue:43927", "issue:43994", @@ -8819,254 +8776,249 @@ "issue:44466", "issue:44484", "issue:44488", + "issue:44493", "issue:44514", "issue:44554", "issue:44568", - "issue:44589", "issue:44704", "issue:44843", "issue:44977", "issue:45290", "issue:45405", "issue:45491", - "issue:45520", "issue:45759", "issue:45812", "issue:46002", + "issue:46050", "issue:46192", "issue:46209", "issue:46365", "issue:46489", + "issue:46846", "issue:47332", "issue:47404", - "issue:47436" + "issue:47436", + "issue:47448" ], "soft_pairs": [ - "issue:43334|issue:45759", - "issue:28218|issue:33357", + "issue:43611|issue:46846", "issue:44484|issue:44704", + "issue:28218|issue:33357", + "issue:43334|issue:45759", "issue:44514|issue:45290", "issue:39692|issue:43295", "issue:43334|issue:43572", "issue:45405|issue:47332", - "issue:43994|issue:46192", - "issue:44488|issue:44843", "issue:44977|issue:46209", + "issue:44488|issue:44843", + "issue:43994|issue:46192", "issue:43257|issue:47404", "issue:43493|issue:43825", "issue:42796|issue:44977", "issue:43531|issue:47436", - "issue:43927|issue:44361", "issue:43646|issue:44466", + "issue:43927|issue:44361", "issue:43572|issue:44291", "issue:45491|issue:46002", - "issue:43278|issue:43701", "issue:44554|issue:46365", "issue:28218|issue:29925", + "issue:43278|issue:43701", + "issue:46050|issue:47448", "issue:44568|issue:45812", "issue:44568|issue:46489", - "issue:43873|issue:47404", - "issue:43504|issue:43606", - "issue:44589|issue:45520", - "issue:43278|issue:43844", - "issue:43493|issue:43844" + "issue:44493|issue:47448", + "issue:43873|issue:47404" ], - "prepared_review_unit_hash": "496cd4db430b1a80ba16274a700d84b392058db5ff6b5908630976c0b09b4547", + "prepared_review_unit_hash": "654209b8c546366a3e849cf1387b99520b92d1e7f832abf8c8f6dfe8a05c2bf9", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35713, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "soft_pair_count": 27, + "serialized_chars": 35345, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly false positives across unrelated transformer bugs. I would anchor the cluster on the broad, high-activity offloading/quantization report, and I do not see any pair here that is a true duplicate or same-code-path change.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43873 is the most active and broadly phrased report in the set (highest discussion/inbound activity, still open), so it is the best anchor for triage.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues across tokenizers, processors, config attrs, loading/offloading, quantization, and documentation. I do not see any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected. If forced to name a representative issue, 43646 is the broadest v5 regression report, but it still does not cover the rest of the cluster.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents this cluster; 43646 is only the broadest v5 model-init regression, while the rest span unrelated tokenizer, processor, config, and offloading bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone bug report here: high signal, broad impact, and enough activity to serve as the representative issue.", + "best_issue_reason": "43646 is the closest thing to an umbrella issue because it is broad and regression-oriented, but it is still too narrow to serve as a true canonical for the mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: base_model_prefix loading regression vs Qwen3.5 tensor-parallel plan omission." + }, + { + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Different failures in Qwen multimodal config handling: missing pad_token_id vs unwrapping text_config in from_config." + "reason": "Unrelated: save_pretrained shard size question vs AutoProcessor kwargs forwarding bug." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a Mac bus error in a CLIP model." + "reason": "Different symptoms and subsystems: added-token spacing vs MacOS bus error on a CLIP model." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "save_pretrained shard-size question and AutoProcessor kwargs passthrough are different issues." + "reason": "Both involve Qwen multimodal configs, but one is missing pad_token_id and the other is text_config unwrapping; not the same concrete bug." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but the triggers and affected inputs differ materially." + "reason": "Both hit apply_chat_template, but on different inputs and failure modes; not the same bug." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs example mistakes are not the same bug as a processor.tokenizer/images regression." + "reason": "Docs/example problems vs a processor/tokenizer regression are different issues." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different model families and different missing config fields." + "reason": "Different config attributes on different model families: pad_token_id vs pad_token_idx." }, { "left": "issue:45405", "right": "issue:47332", "accept": false, - "reason": "PEFT version bump issue and disk-offload save failure are unrelated." + "reason": "Unreleased dependency bump vs inability to save a disk-offloaded model; unrelated." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "SigLIP2 output quality regression is not the same as silently ignored return_tensors kwargs." + "reason": "Different inference failures: flash-attention generation vs FP8 on B200." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A model-loading failure and an offline-mode network call in tokenizer patching are distinct code paths." + "reason": "Different root causes: model loading failure vs offline hub lookup in tokenizer patching." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Flash-attention generation problems are not the same as FP8/B200 inference failures." + "reason": "Wrong SigLIP2 outputs vs ignored return_tensors when text_kwargs is passed; unrelated API bugs." }, { "left": "issue:43257", "right": "issue:47404", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is different from device_map transient OOMs." + "reason": "Both touch loading/offloading, but one is MOE weight conversion and the other is transient OOM from conversion ops." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Model implementation discrepancy and pipeline error-message wording are unrelated." + "reason": "SigLIP2 implementation discrepancy vs pipeline translation error-message regression; different changes." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling does not match a Qwen3.5 flash-attention generation bug." + "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43531", "right": "issue:47436", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same as a missing max_position_embeddings attribute." + "reason": "Different model/config regressions: sliding_window behavior vs missing max_position_embeddings." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "save/load token-id loss and tokenizer AttributeError on tasks are different defects." + "reason": "Both are v5-related, but one is custom model init and the other is tied-weight serialization; not the same bug." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Custom model initialization breakage is distinct from tied-weight serialization varying by device." + "reason": "Different tokenizer/config classes and different failures; not duplicates." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "A missing pad_token_idx field and an init_empty_weights argument mismatch are unrelated." + "reason": "Separate compatibility regressions: missing pad_token_idx vs unexpected _is_hf_initialized arg." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 sliding-window NaNs and classification-head NaNs after checkout/init are different symptoms with different causes." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Embedding dtype drift is not the same as resume_from_checkpoint key mismatch." + "reason": "Both mention NaNs, but in different components and scenarios; not the same underlying issue." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and Trainer import conflict with datasets are unrelated." + "reason": "MPS attention correctness bug vs Trainer import conflict with datasets; unrelated." }, { "left": "issue:28218", "right": "issue:29925", "accept": false, - "reason": "Extra space after added token and SigLIP fast-tokenizer enforcement do not indicate the same bug." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "mDeBERTa special-token regression and Granite token-id regression are separate tokenizer bugs." + "reason": "Tokenizer spacing after added tokens is unrelated to enforcing use_fast=True." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Different models, different symptoms, and no concrete shared code path are shown." + "reason": "Embedding dtype drift vs checkpoint key mismatch are distinct problems." }, { - "left": "issue:43873", - "right": "issue:47404", + "left": "issue:46050", + "right": "issue:47448", "accept": false, - "reason": "Quantization/offloading not working as expected is not the same as loader transient OOM from conversion ops." + "reason": "Quantized save/load breakage vs unrecognized architecture; unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Legacy-field model loading failure and CPU offload device mismatch are different issues." + "reason": "Both are tokenizer regressions, but they affect different models and code paths; not safely mergeable." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError are unrelated." + "reason": "Same broad tokenizer area, but distinct model-specific regressions and fixes." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44493", + "right": "issue:47448", "accept": false, - "reason": "Embedding dtype drift does not match a ZeRO-3 gradient growth bug." + "reason": "Unexpected position-id keys vs unknown Gemma4 architecture are different issues." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43873", + "right": "issue:47404", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to gradient instability under HfDeepSpeedConfig." + "reason": "Both concern offloading/loading memory behavior, but one is quantization offloading and the other is device_map conversion transients; not the same bug." } ] }, @@ -9088,7 +9040,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:15354", "issue:28218", @@ -9098,6 +9050,7 @@ "issue:41720", "issue:42490", "issue:42947", + "issue:43278", "issue:43381", "issue:43493", "issue:43504", @@ -9127,7 +9080,6 @@ "issue:45357", "issue:45520", "issue:45584", - "issue:45588", "issue:45823", "issue:46050", "issue:46209", @@ -9140,231 +9092,252 @@ "issue:47436" ], "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44589|issue:45520", "issue:46821|issue:46832", "issue:43824|issue:44589", "issue:46209|issue:46710", "issue:42490|issue:43696", - "issue:43504|issue:43653", "issue:43606|issue:44112", + "issue:43504|issue:43653", "issue:43994|issue:44493", "issue:44493|issue:46285", - "issue:43572|issue:47436", "issue:45072|issue:46832", - "issue:43873|issue:46050", + "issue:43572|issue:47436", "issue:44464|issue:45584", + "issue:43873|issue:46050", "issue:15354|issue:38175", "issue:45245|issue:46710", - "issue:47013|issue:47254", "issue:44849|issue:45357", + "issue:47013|issue:47254", "issue:45084|issue:45520", "issue:42947|issue:43381", - "issue:45229|issue:45823", "issue:44423|issue:44734", "issue:44849|issue:46209", - "issue:43844|issue:44964", + "issue:45229|issue:45823", "issue:28218|issue:34567", - "issue:45588|issue:46050", + "issue:43844|issue:44964", "issue:45200|issue:45229", "issue:37428|issue:43957", "issue:43493|issue:43701", "issue:41720|issue:46710" ], - "prepared_review_unit_hash": "7a02a1f3c927689686e84c948dc0131a687e9049e9bf0cebfa740fa6941a31b0", + "prepared_review_unit_hash": "72f2d25be0ce9e98fa8eebfc329a2021cdbb6dbd5a4b678c77c51cdd1e536b60", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36209, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "soft_pair_count": 31, + "serialized_chars": 37075, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous set of unrelated issues, not a duplicate cluster. None of the soft pairs describe the same underlying bug or change closely enough to merge/close as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "If a representative issue must be chosen, issue #43873 is the strongest single candidate because it has the richest discussion and references, but the overall set is too diverse to justify a true canonical duplicate.", + "summary": "This cluster is a grab bag of unrelated issues across tokenization, model loading, training, serving, quantization, and config regressions. I do not see a true duplicate set or a single canonical bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 is the best representative of the set only in the sense of being the most substantial/actively discussed issue; it is not a duplicate anchor for the other items.", + "best_issue_reason": "No issue is a strong global representative; the closest thing to a discussion-heavy item is 43873, but it is still too generic and unrelated to most other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different models and failures: legacy preset loading vs CPU offload device mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 output discrepancy is unrelated to a ZeRO-3 gradient anomaly." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change is a different bug from exploding gradients under DeepSpeed." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "FP8 storage lookup error is unrelated to the Python 3.13 flash_attn import KeyError." + }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Both are runtime errors in model code, but they affect different models, different inputs, and different failure paths." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different code paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "An import error for a missing Qwen class and a storage-object CUDA type error are unrelated bugs." + "reason": "Importing a Qwen VL class is unrelated to a storage backend/type error." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and an accuracy regression after upgrade are different problems with different symptoms and likely causes." + "reason": "FP8 inference on B200 and an accuracy regression in DeepSeek are different problems." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A local-path import warning and a GPU out-of-memory error are not the same underlying issue." + "reason": "Trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Loading a BEiT preset with a legacy field and BigBird tokenizer special-token registration are unrelated model/tokenizer bugs." + "reason": "Both mention devices, but one is Bark CPU offload and the other is a GraniteSpeech CI test issue." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "A real CPU-offload device mismatch in Bark is not the same as a stale CI test failure in GraniteSpeech." + "reason": "Legacy field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 producing nonsense outputs and a widespread position-id key warning point to different code paths and failure modes." + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different model behaviors." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "A position-id key issue across models is not the same as a CLIP text-model structure inconsistency." - }, - { - "left": "issue:43572", - "right": "issue:47436", - "accept": false, - "reason": "Both mention missing config attributes, but they concern different models and different missing fields." + "reason": "Unexpected position-id keys do not match the CLIP text-model structure change." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "A dtype mismatch in inference is unrelated to an RT-DETR feature-level indexing/type error." + "reason": "Bfloat16 dtype mismatches in inference are unrelated to RT-DETR backbone/feature-level shape issues." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43572", + "right": "issue:47436", "accept": false, - "reason": "Quantization/offloading behavior and save/load corruption of sinq-quantized models are distinct bugs." + "reason": "Missing pad_token_idx and missing max_position_embeddings are different config fields on different models." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to empty-transcription generation after token alignment." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Offloading with quantization and save/load breakage after sinq quantization are not the same bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "A torch.jit.script GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are different issues." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count overflow and an accuracy regression after version upgrade are not the same bug." + "reason": "Category cardinality overflow and an accuracy regression are unrelated failure modes." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "An xLSTM train-mode unpacking crash and a PEFT/DeepSpeed checkpoint error are different code-path failures." + "reason": "output_hidden_states behavior in Qwen3.5 is unrelated to bad visual-encoder save_pretrained keys." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and incorrect visual encoder keys on save_pretrained are unrelated regressions." + "reason": "xLSTM return_last_states unpacking and PEFT+ZeRO-3 checkpoint errors are different issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "A template-node compilation TypeError and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Template-node compilation failure is unrelated to the flash_attn import KeyError." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing ineffective in one case and disallowed in eval mode in another are different behaviors, not duplicates." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Multi-GPU CUDA OOM and device-mismatch with auto device mapping are different problems." + "reason": "Gradient checkpointing ineffectiveness in LoRA training is not the same as being disallowed in eval mode." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serving failures." + "reason": "Both affect serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "A Qwen3.5 hidden-states bug and an FP8 inference failure have no shared underlying cause." + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are unrelated." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "A DeepSpeed ZeRO-3 gradient anomaly and a model-loading failure for Phi-4 multimodal are unrelated." + "reason": "Gemma4 OOM on multi-GPU and Gemma4 PLE device mismatch are distinct inference bugs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token accounting are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token counting." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "A flash-attention crash on sink-less models and quantized save/load breakage are different bugs." + "reason": "ZeRO-3 gradient instability is unrelated to meta-device loading failures." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids defaulting and multi-GPU OOM are unrelated issues." + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU OOM are different Gemma4 problems." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "A missing flash-attention import symbol and meta-device model loading failures are different regressions." + "reason": "Flash-attention import error is unrelated to meta-device model loading breakage." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch do not describe the same bug." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Auto device mapping causing cudaErrorAssert and an accuracy regression are distinct failure modes." + "reason": "Qwen3 device-map CUDA assert and a DeepSeek accuracy regression are different issues." } ] }, @@ -9386,7 +9359,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:27957", "issue:28370", @@ -9400,7 +9373,6 @@ "issue:43334", "issue:43404", "issue:43450", - "issue:43493", "issue:43525", "issue:43540", "issue:43550", @@ -9439,17 +9411,17 @@ ], "soft_pairs": [ "issue:44849|issue:47145", + "issue:43937|issue:46701", "issue:47332|issue:47404", "issue:43295|issue:43450", - "issue:43937|issue:46701", "issue:43065|issue:46369", "issue:44977|issue:46701", "issue:44554|issue:45446", "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:43404|issue:46710", - "issue:43295|issue:43873", "issue:44869|issue:46752", + "issue:43295|issue:43873", "issue:43572|issue:46821", "issue:29942|issue:30333", "issue:28370|issue:34689", @@ -9465,211 +9437,204 @@ "issue:45520|issue:46178", "issue:43334|issue:43525", "issue:27957|issue:28370", - "issue:42915|issue:43824", - "issue:43295|issue:43493" + "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "87d0ce9f012e9f0a68350d54f686d5182b81a332a840bf6adc8b7dfd4f1f343c", + "prepared_review_unit_hash": "a79e4b5461bab5c375cf3f3d1f5ab8e1bd4956083839b10abf9d39befe8b2f83", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36408, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35529, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated bugs in model loading, attention backends, tokenizers/processors, offloading, compilation, and training/runtime behavior. The soft edges are mostly keyword overlap (e.g. FlashAttention, padding, offloading) rather than the same underlying defect, so they should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue exists; these reports describe different bugs in different code paths and models, so there is no true duplicate center for the cluster.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad surface areas like Flash Attention, multimodal processors, or config attributes. None of the soft pairs look like the same concrete bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true duplicate subgroup stands out; if one issue must act as the cluster anchor, issue:43873 is the most central because it has the highest activity and the broadest cross-cutting offloading/quantization scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone representative only because it has the most discussion and inbound references, but it is still not a duplicate anchor for the rest of the set.", + "best_issue_reason": "issue:43873 is the best general representative for the cluster because it is active, open, and phrased broadly enough to serve as the least-specific anchor among otherwise disparate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-states behavior vs FP8 compressed-tensors checkpoints missing weight_scale application." + "reason": "Both mention model/attention behavior, but one is a hidden-states regression and the other is an FP8 checkpoint loading issue; different bug paths." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to DiffusionGemma image-text pipeline failure." }, { "left": "issue:47332", "right": "issue:47404", "accept": false, - "reason": "Both involve loading/offloading, but one is a save failure for disk-offloaded Qwen3-VL and the other is an OOM from conversion-op transients during device_map loading." + "reason": "Both involve offloading/loading, but one is about saving a disk-offloaded model and the other about transient OOM during device_map conversion; not the same bug." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to batched video shape handling." - }, - { - "left": "issue:43937", - "right": "issue:46701", - "accept": false, - "reason": "GLM-5 GenerationConfig validation and DiffusionGemma image-text pipeline failure are different code paths." + "reason": "Processor/tokenizer regression and batched video shape bug are different code paths and different symptoms." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + "reason": "Sam3PixelDecoder dummy Conv2d is a model architecture issue; the sam3-litetext memory overflow is a runtime/memory problem." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Flash-attention generation issue for Qwen3.5 is unrelated to the DiffusionGemma pipeline bug." + "reason": "Flash-attention generation failure in Qwen3.5 is unrelated to the DiffusionGemma pipeline breakage." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version-check import bug are separate problems." + "reason": "MPS attention correctness when value head dim differs is unrelated to the flex_attention import version check." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "dtype mismatches in inference do not match Wav2Vec2 save/tokenization failures." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "A flash_attention helper crash on sink-less models is different from not unwrapping text_config in composite Qwen configs." + "reason": "One is a sink-less flash_attention crash on s_aux=None; the other is a composite config unwrapping issue for AutoModelForCausalLM.from_config." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration is not the same as a DeepSeek accuracy regression after upgrade." + "reason": "Missing lm_head tying in Mistral3 is not the same as an accuracy regression in DeepSeek after upgrading Transformers." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading issues are unrelated." + "reason": "Word timestamp decoding with trailing replacement characters is a different failure mode from apply_chat_template on empty input." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Whisper timestamp decode crash and empty-chat-template IndexError are different text-processing bugs." + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLm pad_token_idx regression and TimesFM window_size AttributeError are separate config issues." + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size attribute errors are distinct model/config bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures do not match an MLFlow reporting issue after failed training jobs." + "reason": "Failing Flash Attention 2 tests and MLflow reporting on failed jobs are unrelated." }, { "left": "issue:28370", "right": "issue:34689", "accept": false, - "reason": "Missing vocab_file for custom SentencePiece models is unrelated to Llama 3.2 Vision loading breakage." + "reason": "Custom SentencePiece vocab_file handling and Llama 3.2 Vision model loading are different loading regressions." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma 4 mm_token_type_ids defaulting are different multimodal bugs." + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as Gemma 4 mm_token_type_ids defaulting behavior." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo producing the wrong image size." + "reason": "Processor.tokenizer access regression and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 PLE device mismatch and return_tensors being ignored are unrelated behaviors." + "reason": "Gemma4 device placement mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and convert_rope_params_to_dict TypeError are different failures." + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are separate issues." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape errors are unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + "reason": "Batched video shape output and Qwen2-57B tensor-parallel OOM do not share the same underlying defect." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding are not the same as return_tensors being ignored with text_kwargs." + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to return_tensors precedence." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are both import errors, but for different missing symbols in different modules and model families." + "reason": "Missing flash-support helper import and missing Qwen2.5-VL export are separate import errors." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to ZeRO-3 gradient growth." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is not the same as the ZeRO-3 gradient growth issue." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma 4 token-type defaults and Gemma4 PLE device placement are separate problems." + "reason": "Defaulting mm_token_type_ids to zeros and PLE device mismatch are different bugs in Gemma4." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn KeyError on Python 3.13 is unrelated to BACKENDS_MAPPING rejecting tensorflow_text." + "reason": "flash_attn key error on Python 3.13 and tensorflow_text backend mapping are unrelated import/registry problems." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention pad_token_id, but they affect different config classes/models and are not the same concrete bug." + "reason": "Both involve missing pad_token_id, but they affect different models/config classes and are not clearly the same code-path fix." }, { "left": "issue:27957", "right": "issue:28370", "accept": false, - "reason": "XLMRoberta FlashAttention 2 support and missing vocab_file for custom SentencePiece models are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and custom SentencePiece vocab_file handling are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to the Qwen2_5_VL import error." - }, - { - "left": "issue:43295", - "right": "issue:43493", - "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are distinct bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import export failure are different issues." } ] }, @@ -9691,19 +9656,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28218", "issue:29870", "issue:29942", "issue:35141", - "issue:37428", "issue:39692", "issue:42490", "issue:43262", "issue:43278", + "issue:43295", "issue:43335", - "issue:43425", "issue:43450", "issue:43452", "issue:43493", @@ -9718,7 +9682,6 @@ "issue:44112", "issue:44442", "issue:44466", - "issue:44479", "issue:44521", "issue:44561", "issue:44610", @@ -9740,15 +9703,18 @@ "issue:46512", "issue:46894", "issue:46899", - "issue:47405" + "issue:47405", + "issue:47448" ], "soft_pairs": [ "issue:42490|issue:43493", "issue:29870|issue:29942", + "issue:43295|issue:43493", "issue:39692|issue:46192", "issue:43824|issue:43975", "issue:43278|issue:43856", "issue:43262|issue:43450", + "issue:46192|issue:47448", "issue:43975|issue:45520", "issue:28218|issue:35141", "issue:44521|issue:45290", @@ -9757,203 +9723,201 @@ "issue:44737|issue:46894", "issue:43452|issue:46512", "issue:44442|issue:45198", - "issue:44479|issue:46192", - "issue:43819|issue:44112", "issue:44466|issue:45127", - "issue:43335|issue:43550", "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:43335|issue:43550", "issue:45200|issue:45325", - "issue:43611|issue:47405", "issue:45381|issue:46209", + "issue:43611|issue:47405", "issue:44898|issue:45412", "issue:45200|issue:46899", - "issue:44610|issue:44857", - "issue:37428|issue:43425" + "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "1608473db0e1fa76e9529b3391dab5486292ae23c3c54f6d81afbd72fff67edc", + "prepared_review_unit_hash": "1744505859031b5085484c6ce3cbea300f97c016ea13dcd40e1435f0e17c84f6", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 36014, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "serialized_chars": 35424, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-pair suggestions are mostly false positives: the issues touch different models, APIs, or failure modes, and none of the PR-style merges are warranted here. I\u2019d use issue #44521 as the best representative issue because it is the most active and broadly referenced item in the set, but there is no true duplicate cluster.", + "summary": "All soft edges look like false positives: the paired issues are about different models, different APIs, or different failure modes. No PRs are present, and there is no single coherent duplicate cluster to canonicalize.", "confidence": 0.97, - "canonical_issue_reason": "Issue #44521 is the strongest representative item by activity and inbound references, and it is an active, user-facing bug with broad discussion.", + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated bugs across tokenization, loading, multimodal chat templating, model config, and numerical/training behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44521 is the most actionable and central issue in the set; it has the most discussion/ref activity and a clear bug report.", + "best_issue_reason": "No issue is a good global representative because there is no true duplicate group here; the closest-looking pairs still describe distinct code paths or symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Different problems: local-path loading warning vs. SigLIP2 implementation discrepancy." + "reason": "Local-path trailing-slash import warning and SigLIP2 model/processor discrepancy are unrelated bugs." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() decoder mask bug is unrelated to Flash Attention 2 test failures." + "reason": "Bart generate() decoder_attention_mask initialization bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression with image passing is not the same as the SigLIP2 HF-vs-JAX discrepancy." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/example errors are unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "SigLIP2 docs/model mismatch and a return_tensors/text_kwargs precedence bug are different issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL import error and DeepSeek detokenization are different code paths and symptoms." + "reason": "Qwen import failure and DeepSeek detokenization regression affect different components and symptoms." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to Qwen3 MoE memory usage." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are separate processor bugs." + "reason": "Audio chat template sampling-rate default and batched video output shape are different processor bugs." + }, + { + "left": "issue:46192", + "right": "issue:47448", + "accept": false, + "reason": "Return_tensors/text_kwargs precedence is unrelated to Gemma4 architecture recognition." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization corruption and Python 3.13 `flash_attn` import errors do not share the same underlying fix." + "reason": "Detokenization corruption and Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Extra tokenizer space after added token is unrelated to output embedding reinitialization after resizing." + "reason": "Tokenizer extra-space handling and embedding reinitialization on resize are different code paths." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages; different bugs." + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are distinct apply_chat_template bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a stale GraniteSpeech CI test are unrelated." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on `from_pretrained()` is unrelated to CLIP text model structure changes." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structure inconsistency are different regressions." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU `arange` device bug and CohereASR training-loss double-shift are different model-specific issues." + "reason": "XLNet CPU allocation bug and CohereASR training-loss double-shift bug do not share the same underlying defect." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading failures are unrelated to `from_config(dtype=...)` leaving `config.dtype` stale." + "reason": "gguf_file loading failure and stale config.dtype after from_config(dtype=...) are unrelated initialization/loading issues." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are not the same bug." + "reason": "FastSpeech2ConformerTokenizer AutoTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different problems." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Video input regression for Qwen models is unrelated to `return_tensors` handling in text kwargs." + "reason": "Device-dependent lm_head serialization and LoRA merge collapse with extended vocab are not the same bug." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI test failure are unrelated." + "reason": "Missing is_torch_fx_available breakage and missing is_falcon_mamba_ssm_available export are different import_utils symbol regressions." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Serialization inconsistency for `lm_head.weight` is a different issue from LoRA merge collapse with extended vocabulary." + "reason": "DAC.from_latents mismatch and GraniteSpeech CI flake are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba torch.compile/SDPA failure." - }, - { - "left": "issue:44561", - "right": "issue:46234", - "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking trust_remote_code models is unrelated to missing `is_falcon_mamba_ssm_available`." + "reason": "Sparse-layer creation with zero sparse layers and Bamba torch.compile SDPA failure are different model/runtime issues." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL rope-index scaling are separate multimodal bugs." }, { - "left": "issue:43611", - "right": "issue:47405", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Base-model-prefix loading regression and silent wrong-Auto-class conversion are distinct loader failures." + "reason": "Qwen2.5-VL video position-id issue and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43611", + "right": "issue:47405", "accept": false, - "reason": "Qwen2.5-VL vision position IDs and FP8 inference on B200 are unrelated." + "reason": "base_model_prefix loading regression and silent model_type mismatch conversion skip are both loading-related but distinct failure modes." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default-resolution failure is unrelated to RT-DETR memory leak on deletion." + "reason": "Perceiver interpolation failure and RT-DETR memory release problems are unrelated." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only `mm_token_type_ids` defaulting and 4-bit quantization dtype-cast failures are different multimodal issues." + "reason": "mm_token_type_ids defaults and unsafe dtype casting in multimodal embedders are different Gemma4 issues." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are separate problems." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Missing flash-attention import symbol and Torch 2.10 incompatibility are not the same underlying issue." + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are distinct vision issues." } ] }, @@ -9975,16 +9939,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28282", "issue:29942", "issue:32090", "issue:33357", + "issue:37428", "issue:38175", "issue:41720", "issue:42490", "issue:43335", + "issue:43425", "issue:43504", "issue:43525", "issue:43550", @@ -9996,8 +9962,6 @@ "issue:43901", "issue:44112", "issue:44206", - "issue:44292", - "issue:44493", "issue:44617", "issue:44792", "issue:44843", @@ -10006,7 +9970,6 @@ "issue:45083", "issue:45200", "issue:45412", - "issue:45520", "issue:45563", "issue:45584", "issue:45593", @@ -10027,14 +9990,15 @@ "issue:47436" ], "soft_pairs": [ + "issue:37428|issue:43425", "issue:45200|issue:46932", "issue:44843|issue:47427", - "issue:43819|issue:45083", "issue:43335|issue:43653", + "issue:43819|issue:45083", "issue:43606|issue:45083", - "issue:43525|issue:47436", - "issue:44857|issue:45593", "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43525|issue:47436", "issue:44792|issue:45563", "issue:28282|issue:33357", "issue:43335|issue:43504", @@ -10043,222 +10007,214 @@ "issue:45923|issue:47405", "issue:38175|issue:45412", "issue:45759|issue:46285", - "issue:43827|issue:43901", - "issue:29942|issue:32090", "issue:44206|issue:45584", + "issue:29942|issue:32090", + "issue:43827|issue:43901", "issue:46431|issue:46566", "issue:44855|issue:45083", "issue:43335|issue:43606", "issue:43335|issue:44112", - "issue:44617|issue:46697", "issue:42490|issue:43854", - "issue:43819|issue:44493", - "issue:44292|issue:45520", + "issue:44617|issue:46697", "issue:46424|issue:46858", "issue:43335|issue:45083" ], - "prepared_review_unit_hash": "d6987566fca0ac4aca26197a72547c19912351c4f0ba51a1bf8b70d65a424242", + "prepared_review_unit_hash": "76ef279b0d7c5f7f40873c466d704749e90ad42dcead50919c6543c8fc8e2dee", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35849, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not form a true duplicate set: the issues span unrelated models, docs, tokenizer, cache, device-mapping, and CI failures. All soft pairs should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the items are thematically unrelated and the soft links are only loose title similarity, not the same underlying bug.", + "summary": "This is not a true duplicate cluster: the issues span unrelated models, APIs, regressions, and environments. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is appropriate; the items are heterogeneous and do not share one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a representative duplicate target because there is no shared code-path or common fix across the cluster.", + "best_issue_reason": "Issue #44843 is the most self-contained and broadly actionable report in the set, but it is still not a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different problem areas: flash-attention import internals vs Torch version compatibility." + }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Different Gemma 4 problems: missing mm_token_type_ids default vs quantized vision/audio dtype casting." + "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults while the other is quantized embedder dtype casting." }, { "left": "issue:44843", "right": "issue:47427", "accept": false, - "reason": "Offline Mistral regex patch bug vs redundant init skipping in _is_hf_initialized; unrelated code paths." + "reason": "Offline tokenizer patching bug vs redundant initialization skipping on non-CUDA hardware are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "DAC latent decoding mismatch and qwen3_omni_moe length helper behavior are different bugs." + "reason": "SwitchTransformers config construction bug vs BigBirdTokenizer special-token registration bug." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length calculation." + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are different bugs." }, { - "left": "issue:43525", - "right": "issue:47436", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Different missing-config-attribute bugs on different models: pad_token_id vs max_position_embeddings." + "reason": "Both are hardware/runtime failures, but on different models and different accelerators with different root causes." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different model losses: LwDetr float16 AMP crash vs D-FINE auxiliary-loss handling." + "reason": "AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43525", + "right": "issue:47436", "accept": false, - "reason": "Both are Qwen-related but the failures differ: cudaErrorAssert on auto device map vs FP8 inference on B200." + "reason": "Different missing config attributes on different model configs." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "janus image-generation test failure and paged-generate warning are not the same underlying issue." + "reason": "Janus image-generation test failure is unrelated to paged generate warning behavior." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing ImportError and MacOS bus error in CLIP are entirely different failures." + "reason": "PyTorch missing ImportError vs MacOS bus error in a CLIP community model are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Beit legacy-field loading are unrelated model-specific bugs." + "reason": "SwitchTransformers sparse-layer config bug is not the same as Beit legacy-field loading failure." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config.dtype after from_config is unrelated to TimesFM window_size attribute errors." + "reason": "Stale dtype metadata after from_config is unrelated to TimesFM window_size attribute errors." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device-override CI test are different problems." + "reason": "torch.compile+SDPA model failure and GraniteSpeech CI device-override test failure do not share a concrete code path." }, { "left": "issue:45923", "right": "issue:47405", "accept": false, - "reason": "Missing supports_gradient_checkpointing flag is unrelated to silent conversion skipping on model_type mismatch." + "reason": "Missing gradient_checkpointing flag and silent wrong-Auto-class conversion skip are different loading/model-metadata issues." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Zero probabilities in SigLIP2 and RT-DETR memory retention have no shared fix path." + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory not freeing are unrelated." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen from_config unwrapping and CLIP text_model structure drift are different model-API issues." + "reason": "Composite Qwen text_config unwrapping bug is not the same as CLIP class structure divergence." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both are docs issues, but they cover different APIs and different deprecated behaviors." + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are unrelated trainer/runtime bugs." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate issues." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Unsupported center arg in feature extractor and Whisper empty-transcription failure are different code paths." + "reason": "Both are docs issues, but they target different APIs and different outdated references." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template error and DiffusionGemma meta-device loading are unrelated loading issues." + "reason": "Missing chat template on a processor is unrelated to DiffusionGemma staying on meta device." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DebertaV2 import IndentationError and qwen3_omni_moe helper behavior are unrelated." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to qwen3_omni_moe length helper behavior." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "SwitchTransformers sparse-layer config and bark-small CPU offload device mismatch do not share a fix." + "reason": "Config layer-count bug vs CPU offload device mismatch are different subsystems and failure modes." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale device override test are unrelated." - }, - { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "Sam3Video OOM and Swin2SR over-padding are unrelated issues." + "reason": "SwitchTransformers config bug is unrelated to GraniteSpeech CI stale test failure." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading problems." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "DAC.from_latents mismatch and unexpected position-id key warnings are distinct model bugs." + "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn Python 3.13 import KeyError are unrelated." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache max_cache_length behavior and device-tensor seq_length arithmetic are different cache bugs." + "reason": "Quantized-cache max length handling and static-cache seq-length tensor arithmetic are different cache bugs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to qwen3_omni_moe helper arithmetic." } ] }, @@ -10280,7 +10236,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:10000", "issue:15354", @@ -10293,7 +10249,6 @@ "issue:34689", "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:42175", "issue:42490", @@ -10306,9 +10261,11 @@ "issue:43606", "issue:43701", "issue:43720", + "issue:43819", "issue:43825", "issue:44112", "issue:44206", + "issue:44292", "issue:44351", "issue:44448", "issue:44493", @@ -10321,262 +10278,261 @@ "issue:45083", "issue:45290", "issue:45310", - "issue:45459", "issue:45478", + "issue:45520", "issue:45588", "issue:45593", "issue:45823", "issue:45859", - "issue:46234", "issue:46326", "issue:47000" ], "soft_pairs": [ "issue:43388|issue:43526", + "issue:44292|issue:45520", "issue:45588|issue:45859", + "issue:43819|issue:44493", "issue:37428|issue:44351", "issue:43606|issue:44857", "issue:44206|issue:45823", "issue:39692|issue:44493", "issue:44448|issue:44743", - "issue:10000|issue:15354", "issue:39692|issue:43526", "issue:45290|issue:46326", + "issue:10000|issue:15354", "issue:34689|issue:35141", "issue:44514|issue:44521", "issue:43720|issue:44112", - "issue:43701|issue:45083", "issue:44857|issue:45072", + "issue:43701|issue:45083", "issue:29127|issue:32090", "issue:44448|issue:44779", "issue:32090|issue:33357", "issue:43550|issue:45083", - "issue:38175|issue:44493", "issue:42490|issue:43575", "issue:37428|issue:42175", "issue:43278|issue:43825", - "issue:27957|issue:34689", - "issue:43278|issue:43329", "issue:45310|issue:45478", "issue:25251|issue:32090", + "issue:27957|issue:34689", "issue:29942|issue:35141", - "issue:45593|issue:47000", - "issue:45459|issue:46234" + "issue:43278|issue:43329", + "issue:45593|issue:47000" ], - "prepared_review_unit_hash": "3b0b717e9bfac1fbe8181af91fc915c66c36bfbef3c1ede7ddb04fdd380bb30a", + "prepared_review_unit_hash": "a8285c1dce8bbfcf2fb04e88866c28db21898a746a4d46f57f7e9c756f49e9a3", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36847, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate edges are not true duplicates: they share a subsystem or symptom category, but the underlying failures differ. The only clear duplicate is the repeated Qwen3.5 Moe `from_pretrained` regression report (issues 45310 and 45478).", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45310 is the better canonical issue for the accepted duplicate pair because it was filed earlier, has more context, and already has inbound reference activity.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports spanning chat templates, flash-attention, device/dtype mismatches, model loading, and tokenizer/processor regressions. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` error issues.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the earlier, better-connected report for the Qwen3.5 MoE `from_pretrained` regression, and 45478 is an exact-title duplicate of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best issue representative overall among the accepted duplicate edge because it names the concrete regression clearly and appears to be the original report.", + "best_issue_reason": "Issue 45310 is the best representative because it is the first report of the exact same bug as 45478 and has slightly more context/traffic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve label handling, but one is `gather_for_metrics` dropping tuple labels and the other is `reduce_labels` in `BeitImageProcessorFast`; different code paths and bugs." + "reason": "Related label-handling symptoms, but different code paths and components (`gather_for_metrics` vs `BeitImageProcessorFast.reduce_labels`)." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Both mention failures, but one is a Qwen NVFP4 runtime issue and the other is a Python 3.13 flash-attn import KeyError; not the same bug." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch flash-attention/CPU-offload areas, but one is an `AttributeError` in `integrations/flash_attention.py` for sink-less models and the other is a rotary embedding incompatibility in Qwen3.5 MoE." + "reason": "Different failures in different areas: flash-attention integration on `s_aux=None` vs CPU-offload incompatibility in `Qwen3_5MoeTextRotaryEmbedding`." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to the unexpected position-id key warnings." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and different failure modes." + "reason": "Both are import-related, but they concern different symbols and subsystems (`_flash_supports_window_size` vs `HybridCache`)." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "These are unrelated runtime crashes: one is a device mismatch with CPU offload for `suno/bark-small`, the other is an AMP/CUDA loss crash in `LwDetrImageLoss`." + "reason": "Device mismatch under CPU offload is unrelated to the AMP/CUDA loss crash." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both mention mismatches, but one is a `LasrFeatureExtractor` center-argument regression and the other is a `device_map=\"auto\"` forward device mismatch in Gemma4 PLE." + "reason": "A feature-extractor argument crash is not the same underlying bug as a Gemma4 PLE device-map mismatch." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "One is a SigLIP2 docs/example problem, the other is a broad position-id key warning across many models; not the same concrete bug." + "reason": "Doc/example errors for SigLIP2 do not match the position-id key regression." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "A Pegasus output-difference regression and a Qwen3 modular recurrent-state reset bug are different model behaviors and code paths." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "Both are model/export issues, but one is a German DistilBERT issue and the other is a TorchScript `GeneratorExp` export problem for ViT." + "reason": "Different model/regression targets: Pegasus output drift vs Qwen3.5 recurrent-state reset." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "The shared theme is image-processing label handling, but the SigLIP2 example errors and BeitImageProcessorFast `reduce_labels` bug are not the same defect." + "reason": "One is SigLIP2 docs/example breakage; the other is BEiT label reduction behavior." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both concern chat templating, but one crashes on tool-call messages with no content while the other is about `continue_final_message` for mistral_common tokenizers." + "reason": "Both involve chat templating, but one crashes on tool-call messages and the other on `continue_final_message` for `mistral_common`; not the same defect." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different legacy issues: German DistilBertModel vs torch.jit.script generator expression support." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "These are separate model-loading/embedding issues: Llama 3.2 Vision load failure versus token-embedding resize reinitialization when `tie_word_embedding=False`." + "reason": "Model loading regression for Llama 3.2 Vision is unrelated to embedding reinitialization after resizing." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are `apply_chat_template` bugs, but one crashes on batched input with `padding=False` and the other returns zero assistant masks for multimodal inputs." + "reason": "Both concern `apply_chat_template`, but one is a batched-input crash and the other is incorrect assistant mask generation." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both are CI/loading regressions, but one is about unpacking BitNet weights during accelerate loading and the other is a stale GraniteSpeech device override test." + "reason": "Packed-weight loading failure and a stale CI device-override test are not the same underlying bug." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "A `resume_from_checkpoint` key mismatch is unrelated to the Qwen3 Omni MoE feature-extraction length helper behaving unexpectedly." + "reason": "Different dtype-related failures in different models and code paths." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both involve numeric precision issues, but the failing components and scenarios differ: `LwDetrImageLoss` under float16 AMP versus SwitchTransformers/TimmWrapperModel bfloat16 inference mismatches." + "reason": "Checkpoint key mismatch is unrelated to the feature-extraction output-length helper behavior." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different problems: one is a LayoutLMv3 box-validation error message, the other is a Trainer `_gpu_broadcast_one` NoneType issue." + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType crash." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different regressions in different subsystems: Pegasus output changes versus DeepSeek tokenizer behavior changes." + "reason": "Pegasus output differences are not the same as DeepSeek tokenizer regressions." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Both are runtime failures, but the causes differ completely: Trainer broadcast of `NoneType` versus MacOS bus error with a CLIP community model." + "reason": "Trainer broadcast failure and MacOS CLIP bus error are unrelated." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "These are distinct compile/runtime bugs: Bamba SDPA with `torch.compile` versus Qwen3 Omni MoE feature-length calculation." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms with no clear shared code-path." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni MoE helper issue." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A local-path trailing-slash import warning and a tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct are unrelated." + "reason": "Local-path import warning and Qwen2-57B-A14B OOM on tensor parallel load are different problems." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "One is a missing internal flash-attention helper import, the other is packaging/back-end dependency coverage for TensorFlow under `pip install .[torch]`." + "reason": "Flash-attention import symbol removal is unrelated to missing TensorFlow in the `.[torch]` install extra." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "An embedding dtype drift during evaluate and a pipeline error message incorrectly implying translation support are different issues." - }, - { - "left": "issue:27957", - "right": "issue:34689", - "accept": false, - "reason": "Both involve model support changes, but XLMRoberta Flash Attention 2 and Llama 3.2 Vision loading failures are different problems." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "A dtype-change regression and a multimodal token-count helper using undefined video variables are unrelated bugs." + "reason": "Embedding dtype drift in evaluation is unrelated to the pipeline translation-task warning." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These reports have the same title, same model family, and the same concrete `from_pretrained` regression for transformers>=5.4.0." + "reason": "Exact same title and same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure; clear duplicate reports of one bug." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline `top_k` nesting behavior and Trainer GPU broadcast of `NoneType` are different features and failure modes." + "reason": "Pipeline `top_k` nesting behavior is unrelated to the Trainer broadcast TypeError." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model-loading regression are different issues." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and token-embedding reinitialization on resize are unrelated; one is test/FA2 related and the other is model initialization logic." + "reason": "Failing Flash Attention 2 tests do not match the embedding reinitialization bug." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Both are detector training losses, but one is D-FINE losing auxiliary losses when denoising is off and the other is RTDetrLoss infeasible cost matrix." + "reason": "Embedding dtype drift is unrelated to the multimodal token-count helper using undefined video-branch variables." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Tokenizer protobuf error handling and a missing `is_falcon_mamba_ssm_available` utility export are unrelated import/exception issues." + "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The only accepted edge, issue:45310 \u2194 issue:45478, is strongly supported by identical titles and matching Qwen3.5 MoE from_pretrained regression wording. The rejected pairs are generally framed cautiously as related symptoms rather than duplicates, which fits the evidence available." + "feedback": "The cluster summary is grounded in the packet, and the only positive duplicate callout (45310/45478) is supported by the identical title and matching version context. The soft-edge rejections are conservative and appropriately distinguish different subsystems or failure modes." }, "evaluator_used": true, "retried": false, @@ -10595,7 +10551,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:26413", "issue:29870", @@ -10615,14 +10571,12 @@ "issue:43299", "issue:43381", "issue:43526", - "issue:43701", "issue:43873", "issue:43927", "issue:44186", "issue:44360", "issue:44448", "issue:44464", - "issue:44466", "issue:44530", "issue:44561", "issue:44589", @@ -10635,11 +10589,13 @@ "issue:45245", "issue:45290", "issue:45381", + "issue:45459", "issue:45588", "issue:45698", "issue:45823", "issue:45920", "issue:46192", + "issue:46234", "issue:46399", "issue:46424", "issue:46655", @@ -10647,238 +10603,231 @@ "issue:47436" ], "soft_pairs": [ + "issue:45459|issue:46234", "issue:26413|issue:31501", - "issue:29870|issue:32090", "issue:45127|issue:45245", + "issue:29870|issue:32090", "issue:44360|issue:44561", "issue:45290|issue:45381", - "issue:32090|issue:33290", "issue:44448|issue:44977", "issue:40444|issue:43526", - "issue:29870|issue:33290", - "issue:44589|issue:47436", + "issue:32090|issue:33290", "issue:44464|issue:46424", + "issue:29870|issue:33290", "issue:44530|issue:47276", + "issue:44589|issue:47436", "issue:43278|issue:43381", "issue:44855|issue:46399", "issue:29925|issue:34689", "issue:42490|issue:43873", - "issue:43927|issue:45698", - "issue:44977|issue:45229", "issue:43257|issue:43299", + "issue:44977|issue:45229", + "issue:43927|issue:45698", "issue:45920|issue:46192", "issue:45290|issue:46655", "issue:29942|issue:30064", - "issue:33357|issue:39692", "issue:44561|issue:44779", + "issue:33357|issue:39692", "issue:44186|issue:45198", - "issue:45588|issue:45823", "issue:43873|issue:45229", - "issue:44448|issue:44466", - "issue:43381|issue:43701" + "issue:45588|issue:45823" ], - "prepared_review_unit_hash": "08aec35d81c8e66774411e377124646c74de57012bbe67d430ec899069cfdbb7", + "prepared_review_unit_hash": "5af8a4e3c028f56d19c2b143b91bc66adb198e311f5237ffcbdaed0b45ec27fd", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36438, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "soft_pair_count": 28, + "serialized_chars": 36149, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated training, generation, tokenizer, model-loading, quantization, and documentation problems. None of the soft edge candidates look like the same underlying bug or change, so no duplicates are accepted. If a single issue must represent the cluster, the broadest and most central is the v5 tokenizer regression in issue 45920.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45920 is the broadest, most cross-cutting problem in the set: it describes a v5 regression affecting AutoTokenizer across multiple model families, which makes it the best representative of the cluster\u2019s dominant compatibility/regression theme.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes (training, tokenization, generation, serialization, or version regressions) but not the same concrete bug or code path. I would keep these issues separate and not merge any of the proposed soft edges.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the most suitable global issue because it is the most general and impactful regression among the listed issues, with multiple affected model families and clear evidence of broader fallout.", + "best_issue_reason": "issue:43873 is the most active and best-documented item in the set (open, many discussion entries, inbound refs), but it is only a representative of its own quantization/offloading bug and not a duplicate anchor for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Both are training-start failures, but the specific symptoms differ: resume-from-checkpoint epoch_iterator failure versus FineWeb SLM startup not beginning. No shared code-path is evident." + "reason": "Different missing-symbol problems in different import paths: tokenizer protobuf error handling vs a missing import_utils helper." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different failure modes in different parts of the stack: BART generate decoder_attention_mask assignment bug versus Trainer GPU broadcast NoneType error." + "reason": "Both concern training startup, but one is a checkpoint/resume iterator failure and the other is a separate FineWeb training start issue." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "One is a LoRA merge / tied-weights collapse issue, the other is a category-cardinality runtime limit. They are unrelated." + "reason": "Unrelated failures: LoRA merge with extended vocab/tied embeddings versus a category-cardinality runtime limit." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Different trainer/eval failures with different stack traces and causes; not the same bug." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A DSA indexer/ReLU discussion and a v5 utility-removal compatibility break are not the same bug or fix." + "reason": "One is about a missing ReLU in DSA indexing logic; the other is a v5 compatibility break from removing a utility function." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call handling and Qwen2.5-VL video position IDs are distinct multimodal bugs with different code paths." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Unsupported NoneType GPU broadcast and Adafactor/DeepSpeed OOM are separate Trainer/optimizer issues." + "reason": "Different multimodal generation bugs: chat template handling of tool-call assistant messages vs video vision position ids." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are regression reports, but they target different models and different subsystems: Pegasus output drift versus Qwen3.5 flash-attention generation." + "reason": "Both are v5 model regressions, but they affect different models and different components (seq2seq output vs tokenizer behavior)." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multiple-images-per-prompt IterableDataset failure and BeitImageProcessorFast label reduction are unrelated image-processing bugs." + "reason": "Different processor/tokenization issues in unrelated model families; no shared code path." }, { - "left": "issue:29870", + "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "A generate-time UnboundLocalError and a DeepSpeed OOM are clearly different problems." - }, - { - "left": "issue:44589", - "right": "issue:47436", - "accept": false, - "reason": "Float8 storage lookup failure and missing max_position_embeddings on Qwen2_5OmniConfig are unrelated runtime/config errors." + "reason": "Different DeepSpeed/trainer problems: None broadcast type error versus OOM with Adafactor." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and cache max length being honored only for quantized cache are separate cache/generation behaviors." + "reason": "Chunked generation inconsistency with compiled forward is distinct from cache max-length handling in quantized cache." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation mask bug and DeepSpeed OOM are unrelated." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "A PagedAttentionCache crash and a misleading warning message are not the same underlying bug." + "reason": "PagedAttentionCache crash and a misleading continuous-batching warning are not the same underlying defect." + }, + { + "left": "issue:44589", + "right": "issue:47436", + "accept": false, + "reason": "Completely different problems: float8 storage lookup failure versus missing config attribute." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift during evaluation and gradient checkpointing being disallowed in eval mode are different eval-time issues." + "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are related only by eval mode, not by root cause." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator-related failures, but they involve different models and different causes: Python 3.13 parsing versus missing decorator registration for rotary embeddings." + "reason": "Both are import/registration-time failures, but they arise from different models, decorators, and parser/registration paths." }, { "left": "issue:29925", "right": "issue:34689", "accept": false, - "reason": "SigLIP tokenizer fast-mode enforcement and Llama 3.2 Vision model-loading regression are not the same bug." + "reason": "Tokenizer fast-mode enforcement and Llama model loading are unrelated." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning and quantization offloading problems are unrelated." + "reason": "A trailing-slash model-path warning is unrelated to quantization offloading behavior." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both involve save/load behavior, but one is config token IDs being lost while the other is loading the wrong custom module. Different objects and failure modes." + "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a v5 model-loading regression for Qwen3VL." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are separate model/runtime problems." + "reason": "Different model-specific failures: generation/flash-attn behavior versus multi-GPU CUDA OOM." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 loading break for Qwen3VL MOE models. Too different to merge." + "reason": "Both touch save/load flows, but one loses custom token IDs while the other loads the wrong custom module." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs across multiple models is a tokenizer regression; silently ignored return_tensors with text_kwargs is a separate API-argument bug." + "reason": "Tokenizer wrong IDs and ignored return_tensors are separate tokenizer API bugs." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call crashes and SmolVLM video padding calculation are unrelated multimodal bugs." + "reason": "Chat-template tool-call handling and video padding calculation are different code paths." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated test/image-processing issues." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "A MacOS bus error with a CLIP model and documentation example mistakes for SigLIP2 are not the same underlying issue." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is a missing utility breaking trust_remote_code and the other is a tokenizer correctness regression. Different fixes." + "reason": "One is a removed-utility compatibility break; the other is tokenizer output regression for DeepSeek." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save_pretrained/tokenization failures involve different model families and code paths." + "reason": "MacOS bus error on a community CLIP model is not the same as SigLIP2 docs/example errors." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "A flash_attention.py AttributeError on sink-less models and a Gemma4 device_map mismatch during forward are distinct runtime issues." + "reason": "Different tokenizer/processor failures for different model families and inputs." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading not working and multi-GPU CUDA OOM are related only at a very broad memory level, not the same bug." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Pegasus output differences between versions and lm_head.weight serialization differences depending on device are separate v5 regression reports." + "reason": "Quantization offloading behavior and multi-GPU OOM are distinct performance/resource issues." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different checkpointing/training issues." + "reason": "Flash-attention sinkless-model crash and Gemma4 device-mapping mismatch are separate forward-pass bugs." } ] }, @@ -10900,7 +10849,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:23647", "issue:29127", @@ -10931,15 +10880,15 @@ "issue:44361", "issue:44387", "issue:44442", + "issue:44448", + "issue:44466", "issue:44479", "issue:44568", "issue:44743", "issue:44871", "issue:44977", - "issue:45072", "issue:45198", "issue:45229", - "issue:45372", "issue:45412", "issue:45440", "issue:45491", @@ -10952,7 +10901,9 @@ "issue:47276" ], "soft_pairs": [ + "issue:44448|issue:44466", "issue:23647|issue:29870", + "issue:43381|issue:43701", "issue:44871|issue:44977", "issue:44361|issue:45198", "issue:43278|issue:43575", @@ -10962,242 +10913,240 @@ "issue:41720|issue:45229", "issue:43412|issue:45588", "issue:44265|issue:45198", - "issue:43653|issue:44442", "issue:43611|issue:46121", - "issue:29870|issue:34689", "issue:43976|issue:45440", + "issue:43653|issue:44442", + "issue:29870|issue:34689", "issue:45198|issue:45803", - "issue:44077|issue:47276", "issue:44977|issue:45563", + "issue:44077|issue:47276", "issue:43334|issue:43531", "issue:43653|issue:44743", "issue:42915|issue:42994", + "issue:43756|issue:45440", "issue:43065|issue:43994", "issue:43575|issue:43701", - "issue:43756|issue:45440", - "issue:43575|issue:44387", "issue:44568|issue:45491", + "issue:43575|issue:44387", "issue:42490|issue:43381", "issue:29127|issue:33357", "issue:43994|issue:45412", - "issue:43065|issue:45412", - "issue:44442|issue:45072", - "issue:45372|issue:45588" + "issue:43065|issue:45412" ], - "prepared_review_unit_hash": "4ad3e3d572b8d1a7f6b79f7f75523ce7f165bf68a782144fb32140e3443cc157", + "prepared_review_unit_hash": "fc8e6831acc9811fbcb2e000f3c169cfe59e2238770394dc7ec4e477c0a2720b", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37124, - "estimated_input_tokens": 9281, - "estimated_eval_tokens": 18818 + "serialized_chars": 37134, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues across tokenizers, loading, generation, export, cache behavior, and model-specific regressions. The soft-similarity links are mostly superficial, so none of the candidate pairs should be merged as duplicates.", + "summary": "This cluster is highly heterogeneous: the issues cover unrelated models, tokenizers, cache/compile paths, quantization, and loading regressions. No soft pair looks like the same underlying bug, and there are no PRs in the set.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bug classes and code paths, so there is no true duplicate cluster anchor.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44442 is the most self-contained and reproducible standalone bug report in the set, so it is the best representative if one issue must be picked, but it does not unify the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are output/serialization regressions, but they affect different models and code paths; not the same bug." + }, { "left": "issue:23647", "right": "issue:29870", "accept": false, - "reason": "Unrelated bugs: W&B sweeps custom objective integration vs BART generate() decoder_attention_mask initialization error." + "reason": "Unrelated topics: W&B sweeps custom objective vs BART generate() decoder_attention_mask error." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different failures." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Different model paths and failures: Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation bug." + "reason": "EOS-token config mismatch is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers/models and symptoms: MLuke task AttributeError vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "MLuke tokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer issues." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Both mention loading/training behavior, but one is dtype drift in eval and the other is tensor-parallel OOM on model load." + "reason": "Embedding dtype drift in eval is unrelated to Qwen2-57B tensor-parallel OOM." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging vs TrainerState token-count tracking are unrelated code paths." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile behavior, but one is lazy cache init causing recompilation and the other is a device-tensor seq-length arithmetic bug." + "reason": "Both involve cache/compile behavior, but one is recompilation from lazy init and the other is device-tensor seq length arithmetic." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Different regressions: unsupported feature-extractor arg vs video-input regression across Qwen variants." + "reason": "Unsupported center arg in feature extraction is unrelated to Qwen video-input regression." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are OOM/assertion-type failures, but they affect different models and likely different memory/device paths." + "reason": "Both are OOM/assertion reports, but they involve different models, hardware, and root causes." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Export-time Gemma3n issues vs flash-attention runtime crash with s_aux=None are distinct failures." + "reason": "ExecuTorch export guard/erfinv failure is unrelated to flash_attention.py crashing on sink-less models." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export with torch_compilable_check is a different subsystem from Wav2Vec2 save/tokenization." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a different tokenizer/model." + "reason": "base_model_prefix loading regression and JSON-loaded rope validation list TypeError are unrelated." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Model loading with base_model_prefix vs rope-validation helper TypeError are separate mechanisms." + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "BART generation decoder mask bug vs Llama 3.2 Vision loading break are different model/version regressions." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Python version compatibility issue vs DeepSeekV3 implementation divergence are unrelated." + "reason": "BART generate() decoder mask bug and Llama 3.2 vision model loading regression are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 tokenization/save failure vs bare-except swallowing interrupts in FuyuBatchFeature are different bugs." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except KeyboardInterrupt swallowing bug." }, { - "left": "issue:44077", - "right": "issue:47276", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "PatchTSMixer post_init policy change vs synced_gpus warning wording are unrelated." + "reason": "Qwen3.5 flash-attention generation regression and stale paged-generate warning are different issues." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44077", + "right": "issue:47276", "accept": false, - "reason": "Generation failure on Qwen3.5 vs stale warning in paged generate() are different issues." + "reason": "patchtsmixer post_init policy and synced_gpus warning text do not share the same underlying bug." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are separate model-specific bugs." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are separate model bugs." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration vs Qwen3 recurrent-state reset are unrelated." + "reason": "Tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure are different code paths." + "reason": "Qwen3Moe FP8Config failure and quantized model saving failure are different quantization problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model architecture issues." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs Siglip2 nonsensical outputs are unrelated model problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output corruption." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2 load vs resume_from_checkpoint key mismatch are different failure modes." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are not the same failure mode." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Smollm3 RoPE-layer discrepancy vs DeepSeekV3 divergence are unrelated architecture/config issues." + "reason": "mDeBERTa special-token addition and Gemma3 NaN embeddings are different tokenizer vs attention bugs." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are memory complaints, but one is TP load OOM and the other is increased reserved memory under int4 quantization." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer add_special_tokens regression vs Gemma3 sliding-window NaN embeddings are different bugs." + "reason": "Both mention memory/OOM, but one is TP loading OOM and the other is int4 reserved-memory growth in 5.x." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing-in-eval are unrelated." + "reason": "Trailing-slash import warning and gradient checkpointing eval-mode restriction are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity vs CLIP bus error on macOS are unrelated." + "reason": "LayoutLMv3 error clarity and CLIP bus error on macOS are unrelated." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Siglip2 loading/output issue vs RT-DETR memory leak are different model classes and symptoms." + "reason": "SigLIP2 wrong outputs and RT-DETR memory not released are different bugs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer vs RT-DETR deletion/GC memory leak are unrelated." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "AutoTokenizer loading failure vs dtype-mismatch inference bug in SwitchTransformers/TimmWrapperModel are different code paths." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common vs flash_attention.py crash on sink-less models are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR GC memory leak are unrelated." } ] }, @@ -11219,7 +11168,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:23647", "issue:27957", @@ -11247,6 +11196,7 @@ "issue:44625", "issue:44857", "issue:44898", + "issue:45072", "issue:45245", "issue:45250", "issue:45372", @@ -11271,29 +11221,31 @@ ], "soft_pairs": [ "issue:45491|issue:46693", + "issue:44442|issue:45072", + "issue:45372|issue:45588", "issue:43526|issue:47217", "issue:45406|issue:46701", "issue:44625|issue:45584", "issue:29127|issue:35141", "issue:45440|issue:45593", - "issue:45459|issue:45712", "issue:43421|issue:45491", + "issue:45459|issue:45712", "issue:43526|issue:45834", "issue:45250|issue:46640", - "issue:45372|issue:45406", "issue:45412|issue:46369", - "issue:43824|issue:44279", + "issue:45372|issue:45406", + "issue:45245|issue:45563", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:43381|issue:43873", "issue:27957|issue:33290", - "issue:45245|issue:45563", + "issue:43824|issue:44279", "issue:45372|issue:45459", "issue:43526|issue:44186", "issue:43994|issue:46369", - "issue:44857|issue:45588", "issue:23647|issue:28282", "issue:42915|issue:43931", + "issue:44857|issue:45588", "issue:43066|issue:44462", "issue:29870|issue:29925", "issue:45588|issue:46821", @@ -11301,214 +11253,226 @@ "issue:44442|issue:44898", "issue:44514|issue:45381" ], - "prepared_review_unit_hash": "d2c47051c532ce9590f5cedbddc6bd026b41862578d685b71d70723bdc38dab1", + "prepared_review_unit_hash": "18a4c140834584458c0cdae5476f9a035065356006053ddabfb058a0483ccb31", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35929, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37094, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues spanning tokenizers, vision processors, generation, Flash Attention, quantization, and model-loading. None of the soft pairs look like the same underlying bug, so they should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate is evident; if one issue must anchor the cluster, issue 43873 is the broadest/highest-activity open item, but it does not actually subsume the others.", + "summary": "This cluster is a broad semantic false-positive set: the issues span many unrelated bugs (tokenizers, model loading, attention, quantization, memory, config, and processors). None of the soft pairs look like the same underlying fix, so there is no clear canonical issue or PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best cluster anchor because it is active, open, and broad ('offloading' + quantization), but it is still not a good representative duplicate for the mixed set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Different failures: NaN embeddings in mixed-length batching vs FA2 long-context performance regression." + "reason": "Both mention Flash Attention, but one is Gemma3 NaN embeddings with mixed-length batching and all-padding windows; the other is a long-context FA2 performance regression. Different failure modes and fixes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to dtype mismatch failures in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor loading/import failure from mistral_common is unrelated to a flash_attention.py crash on s_aux=None." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "Different subsystems: BeitImageProcessorFast reduce_labels vs VL image-placeholder handling in user text." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to VL image-placeholder handling in user text." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Different Gemma-related bugs: missing _tokenizer in serve vs image-text pipeline output issue." + "reason": "Gemma4Processor missing _tokenizer in serve is a processor attribute issue; DiffusionGemmaGenerationOutput pipeline failure is a different path and bug." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different models and code paths: Qwen3.5 num_labels propagation vs Whisper empty-transcription failure after align_special_tokens." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated model-specific bugs." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different concerns: LayoutLMv3 error-message clarity vs embedding resize reinitialization bug." + "reason": "LayoutLMv3 error-message clarity is unrelated to token embedding resizing reinitializing output embeddings." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different models/features: DeepseekV3MoE remote divergence vs D-FINE auxiliary-loss omission." + "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary-loss behavior when denoising is off." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Different issues: protobuf exception masking tokenizer errors vs leftover dummy classes in dummy_pt_objects.py." + "reason": "TokenizerBackend post-processor updates for modified special tokens do not match Gemma3 NaN embedding failures." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Different bugs: tokenizer post-processor not updating runtime special tokens vs Gemma3 NaN embeddings." + "reason": "A broad tokenizer error-handling bug is unrelated to leftover dummy classes leaking into dir(transformers) and failing check_repo." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different issues: Beit reduce_labels returning one label vs Kosmos2.5 long OCR input index error." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input index errors are different components and failures." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Too vague, but these are still separate FA2 reports with different scope and symptoms." + "reason": "Both are flash-attention titled issues, but one is a generic placeholder and the other is a specific FA2 issue; no evidence they are the same concrete bug." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Different bugs: ReasoningEffort import error breaking Gemma4 loading vs Gemma4Processor _tokenizer attribute error in serve." + "reason": "RT-DETR memory not being freed is unrelated to sam3-litetext memory overflow on model call." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Different memory problems: RT-DETR GC leak vs SAM3-litetext memory overflow." + "reason": "Gemma processor import dependency failure and Gemma4Processor missing _tokenizer are different code paths and symptoms." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Different issues: Qwen2.5-VL import failure vs generic dependency issue with transformers." + "reason": "Category-count overflow in preprocessing is unrelated to a stale warning in paged generate()." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Different bugs: deepspeed Adafactor OOM vs Llama 3.2 Vision model-loading regression." + "reason": "AdaFactor/deepspeed OOM is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Different bugs: optimizer OOM vs embedding resize reinitialization." + "reason": "OOM with deepspeed/Adafactor is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Different behaviors: eval-mode gradient-checkpointing prohibition vs quantization offloading failure." + "reason": "Gradient checkpointing in eval-mode and offloading with quantization are separate behaviors and not the same bug." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Different models and failures: XLMRoberta Flash Attention 2 vs deepspeed Adafactor OOM." + "reason": "XLMRoberta Flash Attention 2 support and deepspeed OOM with Adafactor are unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Different issues: category-count limit vs stale generate warning for num_return_sequences." + "reason": "Qwen2_5_VL import failure is not the same as a generic dependency issue with transformers." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Different bugs: import error for ReasoningEffort vs protobuf-specific tokenizer error masking." + "reason": "Gemma processor import error from mistral_common is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/image-processor bug vs LayoutLMv2Tokenizer NER padding/truncation crash." + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crash on NER/padding are different tokenizer/image-processor issues." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: SigLIP2 wrong outputs vs SAM3 memory overflow." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "Different code paths: RT-DETR image loss AMP crash vs flash_attention sink-less AttributeError." + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are unrelated to sam3-litetext memory overflow." }, { "left": "issue:23647", "right": "issue:28282", "accept": false, - "reason": "Different areas: wandb sweeps custom objective vs missing PyTorch ImportError." + "reason": "Wandb sweeps custom objective integration is unrelated to AutoModel failing when PyTorch is missing." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen model failures: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different models and different load-time problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss float16/CUDA crash is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Related tokenizer area, but different concrete bugs: wrong decoder type in v5 vs ignoring tokenizer.json." + "reason": "Tokenizer decoder-type regression in Transformers v5 is unrelated to AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:29870", "right": "issue:29925", "accept": false, - "reason": "Different issues: BART generate decoder-mask bug vs SigLIP fast-tokenizer enforcement." + "reason": "BART generate decoder_attention_mask initialization and SigLIP use_fast enforcement are unrelated." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Different subsystems: flash_attention sink-less crash vs TimesFM window_size AttributeError." + "reason": "flash_attention.py sink-less model crash and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Different models and code paths: XLMRoberta Flash Attention 2 vs LayoutLMv3 error-message clarity." + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are different problems." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different failures: tokenizer loading vs Perceiver non-default-resolution failure." + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver non-default resolution failure." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same model family, but different concrete bugs: batched apply_chat_template crash vs wrong video vision_position_ids." + "reason": "Qwen2_5_VLProcessor batched apply_chat_template padding crash and Qwen2.5-VL video vision_position_ids issue are related to the same family but different concrete code paths and fixes." } ] }, @@ -11530,7 +11494,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:25251", "issue:27957", @@ -11562,13 +11526,11 @@ "issue:44479", "issue:44743", "issue:44811", - "issue:44855", "issue:44871", "issue:44913", "issue:44964", "issue:44977", "issue:44987", - "issue:45137", "issue:45245", "issue:45440", "issue:45759", @@ -11578,228 +11540,230 @@ "issue:46234", "issue:46399", "issue:46821", + "issue:47276", "issue:47312", - "issue:47436" + "issue:47436", + "issue:47448" ], "soft_pairs": [ "issue:43646|issue:44077", - "issue:46821|issue:47436", - "issue:43316|issue:47312", "issue:46121|issue:46399", - "issue:43262|issue:44206", + "issue:43316|issue:47312", "issue:43761|issue:45859", - "issue:43720|issue:44442", + "issue:46821|issue:47436", + "issue:43262|issue:44206", "issue:25251|issue:28282", + "issue:43720|issue:44442", "issue:44743|issue:44811", "issue:42175|issue:46234", - "issue:44077|issue:44479", "issue:44977|issue:45245", + "issue:44077|issue:44479", "issue:43873|issue:44871", "issue:42490|issue:44743", "issue:43316|issue:45759", "issue:43493|issue:43827", - "issue:42617|issue:43575", + "issue:47276|issue:47448", "issue:43749|issue:43931", + "issue:42617|issue:43575", "issue:43643|issue:44913", "issue:44987|issue:46178", + "issue:43316|issue:43525", "issue:43550|issue:43701", "issue:27957|issue:29870", - "issue:43316|issue:43525", - "issue:43606|issue:43701", "issue:44964|issue:45440", "issue:43575|issue:43742", - "issue:44855|issue:45137" + "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "dcb5c63d8c10f3e3720cb68611e8325534d7109a2555acb9f873d08c4e1519df", + "prepared_review_unit_hash": "c24e549d501e34d52e1aaa759c237b3af887ae87f6116acb08cc1d043c217b82", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35789, - "estimated_input_tokens": 8948, - "estimated_eval_tokens": 18152 + "serialized_chars": 35681, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous regression/bug reports with only superficial similarity by subsystem or wording. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are warranted.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the soft pairs are mostly unrelated, and the closest match (issue:43646) is only a broad regression report rather than a true duplicate hub.", + "summary": "The cluster is highly heterogeneous: most items are distinct Transformers bugs around different models, configs, loaders, and regressions rather than true duplicates. I found no soft pair that looks like the same underlying issue with a plausible shared fix path.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43646 is the broadest and most central regression-style report in this noisy set, with a clear core symptom and likely wider impact than the model-specific edge cases; it is the best stand-in only because the cluster does not contain a strong true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43646 is the closest thing to an umbrella report because it is broad and regression-like, but the cluster is too mixed to collapse into one duplicate set.", + "best_issue_reason": "Issue 43646 is the best global issue candidate because it is concrete, high-signal, and broadly framed compared with the many narrow, model-specific reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both touch custom model init, but one is a broad v5 regression while the other is a patchtsmixer-specific post_init rule; not the same bug." + "reason": "Both involve model initialization behavior, but one is a generic v5 custom-init regression and the other is a patchtsmixer-specific post_init constraint; different underlying bug/fix." }, { - "left": "issue:46821", - "right": "issue:47436", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Different models and different missing attributes (`window_size` vs `max_position_embeddings`); same error class, not same issue." + "reason": "Both mention rotary/rope code, but one is a validation TypeError on JSON-loaded lists and the other is a kernel registration/decorator crash; not the same failure path." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API mismatch and kernels 0.16 incompatibility are unrelated problems." + "reason": "Different subsystems and symptoms: Gemma3TextConfig API mismatch versus a kernels 0.16 compatibility issue." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "One is a CLIP vision forward regression, the other is Qwen rotary embedding CPU-offload behavior; unrelated code paths." + }, + { + "left": "issue:46821", + "right": "issue:47436", "accept": false, - "reason": "Rope-parameter JSON/list handling is a different code path from the Qwen3.5 kernel registration crash." + "reason": "Both are missing-attribute style config issues, but they affect different models and different fields, so they are not the same bug." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and unsupported `center` arg in a feature extractor are distinct audio bugs." + "reason": "Both are audio-related regressions, but one is a chat-template sampling-rate default and the other is an unsupported feature-extractor argument; different fixes." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "CLIPVision hidden-state regression and Qwen3.5 MoE CPU-offload incompatibility are different failures." + "reason": "Completely unrelated: pipeline output shape change versus missing PyTorch installation detection." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated model-loading problems." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline `top_k` output shape bug and missing PyTorch ImportError are completely different." + "reason": "Different loading failures in different components: packed-weight handling for BitNet versus tokenizer class loading for FastSpeech2Conformer." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper `batch_decode` special-token handling are separate behaviors." + "reason": "Different model families and bugs: Qwen recurrent state reset versus Whisper batch_decode skipping special tokens." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend omission and a missing utility symbol are not the same bug." + "reason": "One is packaging/backend dependency coverage, the other is a missing import_utils helper; same area only at a very broad level." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "PatchTSMixer `post_init` validation and Qwen video-input regression do not share a concrete code path." + "reason": "Different runtime errors with no shared code path: flash-attention generation bug versus category-cardinality limit." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Flash-attention generation issues and category-count overflow are unrelated." + "reason": "PatchTSMixer post_init validation and Qwen VL video-input regression are unrelated model-specific issues." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos-token config inconsistency are different issues." + "reason": "Quantization/offloading behavior and Gemma eos_token configuration mismatch are different problems." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warnings and Qwen recurrent-state handling are unrelated." + "reason": "Local-path import warning versus Qwen recurrent state reset; no shared underlying defect." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is a multimodal `text_config` unwrapping bug." + "reason": "Both touch config objects, but they concern different multimodal API gaps and different model families." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift and outdated docs referencing `pipeline()` are not the same underlying change." + "reason": "SigLIP2 implementation divergence is unrelated to documentation still referencing pipeline()." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:47276", + "right": "issue:47448", "accept": false, - "reason": "3d_parallel runtime failure and tensor-parallel OOM are different loading/execution problems." + "reason": "A warning-message issue is not the same as an unrecognized Gemma4 architecture bug." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading breakage and Qwen3-VL shape mismatch are separate model-loading bugs." + "reason": "Different loading failures: FSDP CPU-efficient loading regression versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve large-model execution, but one is a script/runtime failure and the other is tensor-parallel OOM; not the same bug." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config field loss and GPTNeoX rotary_pct not persisting on reload are different config persistence issues." + "reason": "One is trust_remote_code dropping fields on AutoConfig return, the other is rotary_pct not persisting on reload; similar theme, different defect." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Transformers>=5.1 loading failure and tensorflow_text backend registration are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and resume checkpoint key mismatch do not share a code path." - }, - { - "left": "issue:27957", - "right": "issue:29870", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and BART generate UnboundLocalError are unrelated." + "reason": "A model-loading regression for one repo/model is unrelated to a backend mapping error for tensorflow_text." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both involve config APIs, but the missing/variant fields are model-specific and not the same bug." + "reason": "Different missing-field issues for different configs and models; not a single code-path bug." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint-key mismatch are different loading errors." + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and BART generate() UnboundLocalError are distinct model/runtime bugs." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSeekV3MoE divergence from remote implementation are not the same problem." + "reason": "Phi-4 multimodal loading regression and DeepseekV3MoE implementation divergence do not share a concrete fix path." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM and MobileLLM key error are distinct model-loading issues." + "reason": "OOM during tensor-parallel loading versus a key error on a different model load; separate failure modes." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime bugs." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key normalization." } ] }, @@ -11821,7 +11785,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:16998", "issue:22355", @@ -11830,7 +11794,6 @@ "issue:27957", "issue:28218", "issue:32090", - "issue:43065", "issue:43232", "issue:43295", "issue:43316", @@ -11853,10 +11816,10 @@ "issue:44496", "issue:44521", "issue:44534", - "issue:44589", - "issue:44617", + "issue:44855", "issue:44871", "issue:44913", + "issue:45137", "issue:45216", "issue:45584", "issue:45803", @@ -11869,228 +11832,221 @@ "issue:46829", "issue:46932", "issue:47217", - "issue:47276", - "issue:47427" + "issue:47427", + "issue:47448" ], "soft_pairs": [ - "issue:43950|issue:47427", + "issue:43825|issue:47448", "issue:44062|issue:45907", + "issue:43950|issue:47427", "issue:43761|issue:44079", + "issue:44855|issue:45137", "issue:43701|issue:46506", "issue:44190|issue:44496", - "issue:43316|issue:43716", "issue:43931|issue:45216", + "issue:43316|issue:43716", "issue:46829|issue:46932", "issue:27957|issue:32090", "issue:44442|issue:45803", - "issue:44589|issue:47276", "issue:43295|issue:44871", "issue:23647|issue:28218", "issue:44871|issue:45584", - "issue:43295|issue:43825", "issue:16998|issue:22355", "issue:43761|issue:44188", "issue:46234|issue:46291", "issue:43232|issue:43388", - "issue:43452|issue:44496", "issue:44521|issue:47217", + "issue:43452|issue:44496", "issue:44077|issue:44534", "issue:43646|issue:44913", "issue:44871|issue:46050", "issue:25251|issue:27957", - "issue:43065|issue:44617", "issue:44464|issue:46421" ], - "prepared_review_unit_hash": "77e41233528be6393571f89e132bd232764a6ae408e2a7cb472a3e1d8e785a5f", + "prepared_review_unit_hash": "3a51e321c2819b753a123fd5df4f680dde1fce98e47ed23f54e5b896712bc19e", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35741, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34981, + "estimated_input_tokens": 8746, + "estimated_eval_tokens": 17748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated issue reports connected only by broad surface similarity (generation, tokenizers, multimodal, config/loading, etc.). None of the soft pairs look like the same underlying bug/change, so they should not be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "If a single anchor is needed, #44521 is the strongest representative because it is open, has the most inbound references, and describes a concrete reproducible multimodal regression; however, the overall cluster is too heterogeneous to treat as one duplicate set.", + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad themes at best but do not look like the same underlying bug/change, so I would reject all soft edges. No single issue stands out as a true canonical duplicate target.", + "confidence": 0.62, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best standalone issue in this set: it is active, well-scoped, and has the clearest user-facing reproduction. It does not, however, unify the rest of the issues into one bug.", + "best_issue_reason": "issue:44521 is the strongest standalone representative in this noisy cluster: it is current, concrete, externally referenced, and has the richest discussion activity, even though the cluster itself is not a clean duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43950", - "right": "issue:47427", + "left": "issue:43825", + "right": "issue:47448", "accept": false, - "reason": "Both touch initialization behavior, but one is about corrupting non-persistent buffers during load while the other is about skipping redundant parameter init on non-CUDA hardware; different bugs and code paths." + "reason": "Translation-task messaging in pipeline() is unrelated to Gemma4 model-arch recognition; different code paths and symptoms." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "`AddedToken()` argument handling and `list_repo_files` revision forwarding are unrelated API issues in different subsystems." + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43950", + "right": "issue:47427", + "accept": false, + "reason": "Both touch model init/load behavior, but one is non-persistent buffer corruption on from_pretrained while the other is redundant init skipping on non-CUDA hardware." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVisionModel regression returning `hidden_states=None`; the other is a `ModelOutput` key assignment bug. Similar surface area, different failure." + "reason": "CLIPVisionModel hidden_states not being returned is not the same bug as ModelOutput key assignment after a prior None value." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import error and DeepSpeed ZeRO3 deque pop failure are unrelated." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatches in resume logic and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + "reason": "Checkpoint key mismatch on resume and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Loading a local dataset in a training script and failing to recognize a model config are different loading problems with different causes." + "reason": "Local dataset loading in an example script and model config recognition/loading errors are not the same issue." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are different multimodal issues." + "reason": "Qwen3-VL weight-shape mismatch is a load-time model mismatch; Qwen3.5 save_pretrained corruption is a serialization bug." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Both involve Qwen/VL model loading/saving, but one is a weight-shape mismatch on load and the other is an incorrect saved checkpoint in `save_pretrained`; not the same concrete bug." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are unrelated." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden-state field corruption and Gemma4 quantized embedder dtype casting are unrelated model-output vs quantization bugs." + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different bugs." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Trainer GPU broadcast `NoneType` error are unrelated." + "reason": "Flash Attention 2 support in XLMRoberta and a Trainer NoneType broadcast error are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Fuyu batch tensor conversion swallowing exceptions are different tokenizer/data-path issues." - }, - { - "left": "issue:44589", - "right": "issue:47276", - "accept": false, - "reason": "Missing Float8 storage handling and a misleading synced_gpus warning are not the same bug; one is a hard runtime failure, the other is a message issue." + "reason": "Tokenizer loading failure and a bare-except swallowing errors in FuyuBatchFeature are different code paths." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "A regression in `processor.tokenizer` / image passthrough is unrelated to inconsistent `eos_token_id` configuration." + "reason": "Processor/tokenizer regression in v5 and Gemma-3 eos_token_id inconsistency are not the same bug." }, { "left": "issue:23647", "right": "issue:28218", "accept": false, - "reason": "WandB sweep custom objective support and tokenizer-added spacing after added tokens have no shared code path." + "reason": "Wandb sweep custom objective support and tokenizer extra-space behavior are unrelated." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both touch generation/tokenizer behavior, but one is an EOS-token config mismatch and the other is empty-transcription failure after special-token alignment; distinct defects." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "A custom model API regression and an error-message wording bug in `pipeline()` are not duplicates." + "reason": "Both involve special-token handling, but one is an eos_token_id config mismatch and the other is Whisper empty-transcription generation failure after align_special_tokens." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "`model_max_length` behavior in DeBERTa-V3 and a missing `transformers.onnx` module are unrelated." + "reason": "model_max_length question for DeBERTa-V3 and missing transformers.onnx module are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden states being dropped in CLIPVisionModel is unrelated to attention-kernel divergence under `torch.compile`." + "reason": "Hidden-states output regression and attention-kernel divergence under torch.compile are different problems." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "A missing utility flag in `import_utils` and a kernels import failure due to version/revision requirements are different import-time issues." + "reason": "Missing import_utils helper and kernels v0.15 version/revision import failure are separate dependency/import issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs updates after `sync_gpus` and `gather_for_metrics` truncating tuple labels are different distributed-training bugs." + "reason": "Generation kwarg syncing and gather_for_metrics dropping tuple labels are unrelated training/runtime bugs." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "`gguf_file` breaking `from_pretrained` for tokenizer/model loading is unrelated to an unrecognized model config in `AutoModel`." + "reason": "Both are multimodal/template-related, but one is assistant_mask generation and the other is handling an image placeholder in user text; not the same underlying bug." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Both involve multimodal chat/template handling, but one is about assistant masks being all zero and the other is about image placeholders in user text causing model failure; not clearly the same code-path bug." + "reason": "gguf_file handling for AutoTokenizer/AutoModel and unrecognized-model config loading are different loader failures." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional `post_init` deprecation/validation and non-persistent buffer corruption are separate initialization problems." + "reason": "Optional post_init restriction in patchtsmixer and non-persistent buffers being filled with junk are both v5-related but not the same change or defect." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad Transformers 5.0 custom model-init breakage and GPTNeoXConfig `rotary_pct` not persisting on reload are different configuration/init bugs." + "reason": "Custom model initialization breakage in v5 and GPTNeoXConfig rotary_pct not persisting are unrelated configuration/loading issues." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "`eos_token_id` inconsistency in Gemma-3 and sinq quantized model save/load breakage are different save/load regressions." + "reason": "Gemma-3 eos_token_id mismatch and quantized-model save/load breakage are different regressions." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top-k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "A dummy `nn.Conv2d` in Sam3PixelDecoder and Sam3Video CUDA OOM are different SAM3 issues with different failure modes." + "reason": "Pipeline output shape change for top_k and XLMRoberta Flash Attention support are unrelated." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistencies under compiled forward and lazy cache init causing recompilation are related by theme but not the same concrete bug or fixable in one PR." + "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are related broadly to generation performance but not the same concrete bug." } ] }, @@ -12112,23 +12068,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:23647", "issue:27957", "issue:29925", "issue:35141", - "issue:41950", "issue:42490", "issue:42907", + "issue:43065", "issue:43352", "issue:43404", "issue:43441", - "issue:43475", "issue:43504", "issue:43525", "issue:43531", "issue:43540", + "issue:43673", "issue:43931", "issue:44060", "issue:44162", @@ -12136,6 +12092,8 @@ "issue:44514", "issue:44534", "issue:44610", + "issue:44617", + "issue:44743", "issue:44792", "issue:44855", "issue:44913", @@ -12143,7 +12101,6 @@ "issue:45127", "issue:45200", "issue:45381", - "issue:45405", "issue:45542", "issue:45588", "issue:45600", @@ -12163,6 +12120,7 @@ "issue:47217" ], "soft_pairs": [ + "issue:43065|issue:44617", "issue:43404|issue:43441", "issue:42907|issue:45698", "issue:43352|issue:46640", @@ -12171,223 +12129,222 @@ "issue:43540|issue:44514", "issue:44792|issue:44977", "issue:44479|issue:47217", - "issue:45803|issue:46365", "issue:44610|issue:46369", + "issue:45803|issue:46365", "issue:45381|issue:47217", "issue:44534|issue:44913", - "issue:44792|issue:45600", "issue:45542|issue:46234", + "issue:44792|issue:45600", "issue:27957|issue:29925", "issue:43525|issue:43531", "issue:43504|issue:45698", - "issue:35141|issue:42490", "issue:23647|issue:27957", + "issue:35141|issue:42490", "issue:46693|issue:47217", - "issue:45803|issue:46170", "issue:43931|issue:44060", + "issue:45803|issue:46170", "issue:45632|issue:46424", - "issue:44855|issue:45588", - "issue:45588|issue:47013", "issue:45127|issue:45200", - "issue:44792|issue:45405", - "issue:41950|issue:43475" + "issue:45588|issue:47013", + "issue:44855|issue:45588", + "issue:43673|issue:44743" ], - "prepared_review_unit_hash": "20805e9bcfd82a0bcec92e4b0fa7b97f2ff6853b5a2f4a218e7cbdee21c3fbe2", + "prepared_review_unit_hash": "0baf6f891632756670c55e0bd06c2165ce1273c13e97f64b471a141f5db7cb8f", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35551, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "serialized_chars": 36065, + "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 highly heterogeneous: most items are distinct model- or subsystem-specific bugs, and the soft pairs are mostly superficial text similarity rather than the same underlying defect. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated transformer bug reports. A few items are loosely FlashAttention- or multimodal-related, but none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46693 is the most concrete, high-signal report in the repeated FlashAttention theme, with substantial discussion and a specific regression description; the other issues are too heterogeneous to serve as a better anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone issue here: it has a clear repro class, a concrete regression window, and enough discussion to look triage-worthy even though it is not a duplicate of the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention Sam3/video memory pain, but one is about a dummy Conv2d placeholder and the other is an OOM report; different bugs and likely different fixes." + }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same model family, but one is tied-weight handling and the other is FlashAttention support; different code paths and fixes." + "reason": "Both involve Ministral/Mistral3, but one is a weight-tying bug and the other is a FlashAttention support failure; not the same code-path problem." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load flows, but one is about saving dequantized models and the other about loading the wrong custom module; not the same bug." + "reason": "Save/load issues in the same general ecosystem, but one is dequantized model saving and the other is custom-module loading after save_pretrained; distinct failures." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Issue 43352 is a specific Nemotron FlashAttention2 support gap; 46640 is a broader FA2 issue with no evidence it is the same failure." + "reason": "These are both FlashAttention-related, but one is an explicit unsupported-model error and the other is an unspecified FA2 issue; too vague to treat as the same bug." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated bugs." + "reason": "ESM2 runtime breakage and a Janus test failure are unrelated model-specific problems." }, { "left": "issue:46178", "right": "issue:46291", "accept": false, - "reason": "Both are import/dependency failures, but they affect different packages and failure modes." + "reason": "One is a missing backend registration for tensorflow_text, the other is a kernels version/revision import failure; different dependency issues." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal input issues, but they hit different processors/models and different shapes of failure." + "reason": "Qwen3OmniMoe video processing and Qwen2.5-VL batched chat-template padding behavior are different failure modes." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image generation and Qwen3.5 flash-attention generation problems are unrelated." + "reason": "A Janus generate-images test failure is not the same concrete bug as Qwen3.5 FlashAttention generation breakage." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Both concern VL inputs, but one is a video-input regression and the other is image-placeholder handling in user text." + "reason": "Both are VL-related, but one is a video-input regression across several Qwen variants and the other is a placeholder-placement bug in user text." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Bare except swallowing errors in Fuyu is unrelated to the Trainer import issue caused by datasets." + "reason": "Processor output-size mismatch and Sam3-LiteText memory overflow are separate model/processor issues." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Processor image-size mismatch and SAM3 LiteText memory overflow are different bugs." + "reason": "Bare except swallowing errors in Fuyu batching is unrelated to Trainer import failing because of datasets on the environment." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both are VL bugs, but one is about video position ids and the other is placeholder placement in chat text." + "reason": "Qwen2.5-VL video position IDs and image-placeholder-in-text are different multimodal input bugs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Serialization buffer junk and GPTNeoX rotary_pct reload drift are separate config/state issues." + "reason": "Non-persistent buffer initialization corruption and GPTNeoX config reload dropping rotary_pct are unrelated state/config persistence bugs." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "A Janus test failure is unrelated to stale auto_mappings references breaking CI." + "reason": "Tensorboard/TensorFlow backend detection and a missing import_utils symbol are separate dependency/import problems." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "TensorBoard/TF backend handling and missing falcon-mamba availability helper are unrelated." + "reason": "Janus test failure and stale auto_mappings references to removed Sam3LiteText configs are not the same bug." }, { "left": "issue:27957", "right": "issue:29925", "accept": false, - "reason": "XLMRoberta FlashAttention2 support and SigLIP use_fast enforcement are different model/processor issues." + "reason": "XLMRoberta FlashAttention support and SigLIP tokenizer use_fast enforcement are different model-setup issues." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config/model bugs." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field preset loading and wrong custom module after save_pretrained are different loading bugs." + "reason": "A legacy-field load failure in Beit semantic segmentation is not the same as wrong custom-module loading after save_pretrained." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:23647", + "right": "issue:27957", "accept": false, - "reason": "Embedding reinitialization on resize and trailing-slash local path warnings do not share the same root cause." + "reason": "Wandb sweeps custom objective integration and XLMRoberta FlashAttention are completely unrelated." }, { - "left": "issue:23647", - "right": "issue:27957", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Wandb sweeps custom objective integration is unrelated to FlashAttention2 support." + "reason": "Embedding reinitialization after resize and trailing-slash import warnings are different model-loading behaviors." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Long-context FA2 performance regression and VL placeholder parsing are different failures." + "reason": "FA2 long-context performance regression and VL placeholder handling are different bugs with different triggers and fixes." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "One is exception handling in a converter; the other is a Windows/ROCm import dependency problem." + "reason": "Weight-shape mismatch when loading Qwen3-VL-30B and an incorrect tied-weights warning in Qwen3-Next are not the same defect." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Both mention weights, but one is a load-time shape mismatch and the other is a tied-weights warning bug." + "reason": "KeyboardInterrupt swallowing in Fuyu tensors and Windows ROCm import/type errors are unrelated." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and max_cache_length behavior are unrelated cache bugs." + "reason": "Remote-code cache path collisions and max_cache_length only applying to quantized cache are distinct caching issues." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Python 3.13 decorator parsing and flash_attention s_aux=None crashes have no shared code path." + "reason": "LoRA merge collapse with extended vocabulary and Gemma 4 mm_token_type_ids defaulting are different model-training bugs." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Both crash at runtime, but in different layers and with different causes." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are not the same defect." + "reason": "A flash_attention crash on sink-less models and xLSTM train-mode unpacking are unrelated failures." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "A Janus test failure is unrelated to an unreleased MIN_PEFT_VERSION bump." + "reason": "A Python 3.13 JIT parsing/indentation import error is not the same as a FlashAttention AttributeError." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Video-classification processor selection and SAM3 VisionEncoderOutput missing a field are different bugs." + "reason": "Chunked-prefill cache missing in v5.0.0 and xLSTM recurrent-state reset with cache are different cache semantics bugs." } ] }, @@ -12409,7 +12366,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:23647", "issue:25251", @@ -12418,13 +12375,14 @@ "issue:35141", "issue:39692", "issue:41720", + "issue:41950", "issue:43065", "issue:43335", "issue:43388", + "issue:43475", "issue:43550", "issue:43644", "issue:43650", - "issue:43673", "issue:43688", "issue:43827", "issue:43854", @@ -12435,7 +12393,6 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44743", "issue:44792", "issue:44855", "issue:44869", @@ -12444,6 +12401,7 @@ "issue:45072", "issue:45245", "issue:45381", + "issue:45405", "issue:45406", "issue:45563", "issue:45584", @@ -12451,7 +12409,6 @@ "issue:46202", "issue:46369", "issue:46399", - "issue:46655", "issue:46697", "issue:46832", "issue:46858", @@ -12461,238 +12418,232 @@ "issue:47321" ], "soft_pairs": [ - "issue:43673|issue:44743", "issue:44242|issue:46894", "issue:46082|issue:46697", + "issue:41950|issue:43475", "issue:43650|issue:46202", + "issue:44792|issue:45405", "issue:44190|issue:44964", - "issue:44617|issue:45584", - "issue:25251|issue:29870", "issue:43827|issue:43994", + "issue:25251|issue:29870", + "issue:44617|issue:45584", "issue:43388|issue:43688", "issue:29870|issue:35141", - "issue:45072|issue:46932", "issue:45245|issue:46858", + "issue:45072|issue:46932", "issue:43644|issue:44913", "issue:44734|issue:45406", "issue:44869|issue:46832", - "issue:43335|issue:44855", "issue:46399|issue:47312", + "issue:43335|issue:44855", "issue:23647|issue:29127", "issue:43854|issue:44792", "issue:45381|issue:46369", "issue:39692|issue:47321", - "issue:43827|issue:47321", "issue:41720|issue:45245", "issue:43550|issue:44190", + "issue:43827|issue:47321", "issue:45563|issue:45584", "issue:44617|issue:46369", "issue:43065|issue:44610", - "issue:44479|issue:44734", - "issue:45381|issue:46655" + "issue:44479|issue:44734" ], - "prepared_review_unit_hash": "710280380da3cd1b73881f1232c60ee086c9f74ebc78e5bd62cf8574232e5532", + "prepared_review_unit_hash": "b681d88f4d9f3536b1a53eb464f995990b6d88d9843e8dc532c756027ff53fb5", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36514, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share only broad topical similarity, not the same underlying bug or change. I found no true duplicate pair, so the cluster should not be merged on these edges.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43644 is the broadest, most cross-cutting regression in the set (framework-level buffer initialization behavior) and is more representative of the cluster than the many narrowly scoped model-specific reports.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs, docs issues, model-loading failures, and config regressions. None of the soft pairs look like the same underlying bug/change, so there is no real duplicate core here.", + "confidence": 0.96, + "canonical_issue_reason": "No meaningful canonical issue: the cluster is not a duplicate set, and the soft-paired issues do not share a single concrete code-path bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best single representative issue because it has the widest impact and clearest general runtime-regression framing among otherwise unrelated reports.", + "best_issue_reason": "issue:43854 is the most concrete, self-contained bug report in the set, but it is only a loose representative and not a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Different failures: a generic GenerationMixin cache/chunked_prefill regression vs Qwen3.5 recurrent states resetting with cache and seq_len>1." - }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Different model/loss bugs: MoE router load-balancing loss omission vs CohereASR double-shift training-loss bug." + "reason": "Both mention loss, but they concern different models and different loss behaviors; not the same code-path bug." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Unrelated domains: LlamaConfig head_dim validation vs Swin2SR image padding in an image processor." + "reason": "Config validation for head_dim vs image pre-padding are unrelated problems." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup and missing Sam3 vision output attribute are different failures." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No shared bug shape: a vague data request vs a Gemma pipeline roundtrip/tokenization issue." + "reason": "A vague title is not a bug match for a Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version pinning are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different load paths and symptoms: local dataset loading in a training script vs loading a multimodal model." + "reason": "Both are load failures, but for different loading paths and models; not the same defect." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Different subsystems: Sam3Video OOM vs Whisper empty-transcription failure after align_special_tokens." + "reason": "Docs cleanup for removed pipeline APIs does not match a SigLIP2 runtime/pipeline bug." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Different pipeline/eval bugs: top_k nested-list output vs BART generate() unbound local error." + "reason": "Nested-list output shape bug and BART generate UnboundLocalError are different issues." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Docs referencing removed pipeline() APIs is not the same as SigLIP2 inference producing nonsensical results." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription decode failure." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/eval bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." + "reason": "Metric gathering tuple truncation and auxiliary-loss normalization are different training/eval bugs." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Different code paths: BART generate() assignment bug vs embedding resize/post_init weight reinitialization." + "reason": "BART generation crash vs embedding reinitialization on resize are separate code paths." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and mechanisms; not the same concrete bug." + "reason": "Category-count overflow and cache length tensor arithmetic are unrelated runtime errors." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Category-count limit error is unrelated to the static-cache slice arithmetic/device-tensor bug." + "reason": "Both involve dtype handling, but in different models and different quantization/precision paths." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Different regressions: non-persistent buffer initialization junk vs GPTNeoXConfig reload dropping rotary_pct." + "reason": "Non-persistent buffer junk and GPTNeoX config reload persistence are not the same bug." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both involve transformers serve, but one is KV-cache continuation indexing and the other is a missing _tokenizer attribute." + "reason": "KV-cache tensor indexing crash and missing Gemma4Processor attribute are unrelated serve failures." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper word-timestamp decoding crash is unrelated to RT-DETR feature-level/backbone mismatch." + "reason": "Whisper timestamp decode crash and RT-DETR forward TypeError have no shared underlying fix." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:46399", + "right": "issue:47312", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the Python 3.13 IndentationError/JIT parsing issue." + "reason": "A missing decorator on apply_rotary_pos_emb registration is not the same as kernel version incompatibility." }, { - "left": "issue:46399", - "right": "issue:47312", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Kernel compatibility concerns overlap only loosely; one is a missing decorator registration bug in Qwen3.5, the other is a general kernels version incompatibility report." + "reason": "SwitchTransformers sparse-layer config bug and Python 3.13 IndentationError are unrelated." }, { "left": "issue:23647", "right": "issue:29127", "accept": false, - "reason": "Wandb sweep custom objective integration is unrelated to LayoutLMv3 box-information error handling." + "reason": "W&B sweeps custom objective and LayoutLMv3 error messaging are different concerns." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash loading problems are not the same as a janus image-generation test failure." + "reason": "Model-loading unit test failure and Janus image generation test failure are separate failures." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug is unrelated to Sam3-litetext memory overflow." + "reason": "Qwen2.5-VL video position IDs and SAM3 litetext memory overflow are different bugs." }, { "left": "issue:39692", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 doc/example issues and AMD quark class updates are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:47321", - "accept": false, - "reason": "Docs still using pipeline() and AMD quark class updates are unrelated." + "reason": "SigLIP2 docs/example problems and AMD quark class update are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + "reason": "CUDA assert on auto device mapping and category-count overflow are different runtime errors." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in a training script." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Stale warning for num_return_sequences is unrelated to Whisper empty-transcription failure." + "reason": "torch.compile SDPA failure and local dataset loading failure do not share a fix." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43827", + "right": "issue:47321", "accept": false, - "reason": "Both are memory-related, but they are different models and different failure modes (OOM vs memory overflow)." + "reason": "Pipeline-removal docs cleanup has nothing to do with AMD quark class updates." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo processor/model input-size mismatch." + "reason": "A stale warning and a decode crash are different symptoms and code paths." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression across Qwen models is unrelated to the serve KV-cache indexing crash." + "reason": "Video input regression across Qwen variants and KV-cache continuation crash are unrelated." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44610", + "right": "issue:43065", "accept": false, - "reason": "Both involve video processors, but one is Qwen2.5-VL vision_position_ids and the other is SmolVLM padding calculation." + "reason": "Processor size mismatch and a dummy Conv2d in Sam3PixelDecoder are not the same issue." } ] }, @@ -12714,7 +12665,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:27957", "issue:35141", @@ -12730,12 +12681,12 @@ "issue:43673", "issue:43854", "issue:43994", + "issue:44016", "issue:44112", "issue:44190", "issue:44242", "issue:44246", "issue:44279", - "issue:44462", "issue:44496", "issue:44521", "issue:44734", @@ -12753,19 +12704,20 @@ "issue:45584", "issue:45600", "issue:45632", - "issue:45907", "issue:46170", "issue:46421", "issue:46489", "issue:46617", + "issue:46655", "issue:46697", - "issue:46858", "issue:46897", "issue:47145", "issue:47312", - "issue:47321" + "issue:47321", + "issue:47448" ], "soft_pairs": [ + "issue:45381|issue:46655", "issue:43526|issue:46697", "issue:45632|issue:46617", "issue:43295|issue:45276", @@ -12774,233 +12726,236 @@ "issue:39692|issue:44190", "issue:44933|issue:45362", "issue:44779|issue:46489", - "issue:43854|issue:44964", "issue:43540|issue:44734", + "issue:43854|issue:44964", "issue:45276|issue:45584", + "issue:43673|issue:46421", + "issue:44242|issue:46897", "issue:43994|issue:47321", "issue:47145|issue:47321", - "issue:44242|issue:46897", - "issue:43643|issue:44496", - "issue:43673|issue:46421", "issue:45127|issue:45357", + "issue:43643|issue:44496", "issue:45520|issue:46170", - "issue:43611|issue:47321", - "issue:44521|issue:45381", "issue:43317|issue:47312", + "issue:44521|issue:45381", + "issue:43611|issue:47321", "issue:44112|issue:45600", - "issue:42175|issue:44279", + "issue:44279|issue:47448", "issue:44112|issue:44964", "issue:44246|issue:45003", - "issue:27957|issue:35141", - "issue:44462|issue:45907", - "issue:43673|issue:46858" + "issue:42175|issue:44279", + "issue:44016|issue:47448", + "issue:27957|issue:35141" ], - "prepared_review_unit_hash": "fbf0671c2eb8d8919c39958331be706cdf89d5a7e39730354e91fd13b3b0c619", + "prepared_review_unit_hash": "3cef3800953d03bec69620bbacb8815519cda25a72e5147746bde3b74d5ab97e", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36171, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "soft_pair_count": 29, + "serialized_chars": 36379, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: it mixes unrelated bugs in tokenizers, multimodal processors, cache handling, configs, and CI. Only two soft pairs look like the same underlying issue: the DeepSeek tokenizer regression and the trust_remote_code cache-loading failures.", - "confidence": 0.57, - "canonical_issue_reason": "No single coherent duplicate theme spans the whole set, so the best representative is the most active open issue, issue 44521, which has the strongest discussion/inbound signal and is broadly scoped around multimodal chat-template behavior.", + "summary": "This cluster is mostly a set of unrelated issue reports; the soft pairs are broad similarity matches across different models, processors, cache paths, and configs rather than true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span many distinct code paths and model families, so picking one as the representative duplicate target would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the most suitable representative for the cluster overall because it is open, has the most engagement, and is the broadest live bug report among the items.", + "best_issue_reason": "No issue is a strong global representative for the cluster; the highest-activity items are still separate bugs on different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/multimodal bugs, but they hit different models and different processing failures." + }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different code paths: BeitImageProcessorFast label reduction vs Swin2SR image padding. No shared underlying bug." + "reason": "Different image processor bugs: one is label reduction, the other is over-padding." }, { "left": "issue:45632", "right": "issue:46617", - "accept": true, - "reason": "Both point to trust_remote_code cache/path resolution failures when loading models from cache; likely the same cache-path bug manifesting differently." + "accept": false, + "reason": "Both involve trust_remote_code cache handling, but the failure modes and triggers differ." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different regression areas: processor/tokenizer access in custom multimodal code vs Gemma4 resize_token_embeddings not updating embeddings." + "reason": "Unrelated regressions: processor/tokenizer access versus resize_token_embeddings propagation." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and local dataset loading failure in an example script are unrelated." + "reason": "Different subsystems and symptoms; SwitchTransformers config is unrelated to dataset loading." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "One is a trust_remote_code AutoConfig field-loss issue; the other is a specific config field being dropped by @strict. Similar theme, not the same bug." + "reason": "Both mention missing config fields, but one is AutoConfig/trust_remote_code and the other is a specific vision config serialization issue." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to local dataset loading in run_image_classification_no_trainer.py." + "reason": "Completely different bugs: SigLIP2 docs/example issues versus local dataset loading." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent image_utils import and Qwen3.5 chat crashes are different failures." + "reason": "No shared code-path problem; one is a bad import, the other is a model chat crash." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Both describe DeepSeek tokenizer regressions in v5; the later issue explicitly frames it as a gap in the prior fix, so they appear to be the same underlying tokenizer bug." - }, - { - "left": "issue:43854", - "right": "issue:44964", "accept": false, - "reason": "Both are model-loading complaints, but they involve different models and likely different compatibility failures." + "reason": "Related DeepSeek tokenizer regressions, but the reports target different model scopes and specific failures." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and KV-cache continuation crash in transformers serve are different code paths." + "reason": "Different multimodal/serving failures with unrelated stack traces and code paths." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Embedding resize/update bug vs Whisper empty-transcription generation bug after align_special_tokens are unrelated." + "reason": "Distinct model-loading problems for different models; not the same underlying bug." }, { - "left": "issue:43994", - "right": "issue:47321", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 inference quality issue and AMD quark class update issue are unrelated." + "reason": "Resize-token-embeddings propagation and Whisper empty-transcription generation are unrelated." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "FP8 weight_scale loading corruption is unrelated to AMD quark class updates." + "reason": "Both touch chunked prefill/cache, but one is a missing cache object and the other is recompilation behavior." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission in MoE routing and Florence2 double-shift training loss are different bugs." + "reason": "Different training-loss bugs in different model families; not mergeable into one fix." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43994", + "right": "issue:47321", "accept": false, - "reason": "trust_remote_code field loss and unrecognized model_type in config.json are different loading/configuration problems." + "reason": "A bad model output issue versus an AMD quark class update issue; unrelated." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache and the other is lazy-init recompilation; not the same concrete bug." + "reason": "FP8 weight_scale loading corruption is unrelated to the AMD quark class update report." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/extended-vocab collapse and incorrect visual encoder keys in save_pretrained are unrelated." + "reason": "Different save/load regressions in separate model features: LoRA vocab merging versus visual encoder key saving." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from trust_remote_code configs; the other is an unrecognized model_type error." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import on Python 3.13 and Windows ROCm torch.distributed dependency issues are unrelated." + "reason": "Different platform/import failures with no shared underlying code path." }, { - "left": "issue:43611", - "right": "issue:47321", + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "base_model_prefix loading regression and AMD quark class update are unrelated." + "reason": "Dequantized device_map offload failure is unrelated to kernel compatibility." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but assistant_masks being all zero is a different bug from wrong vision_position_ids in qwen2.5-vl video inputs." + "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are different bugs." }, { - "left": "issue:43317", - "right": "issue:47312", + "left": "issue:43611", + "right": "issue:47321", "accept": false, - "reason": "dequantized model offload failure and kernel compatibility issue are unrelated." + "reason": "Base_model_prefix loading regression and AMD quark updates are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A stale GraniteSpeech CI test and removed Sam3LiteText auto-mappings are different CI failures." + "reason": "Both are CI failures, but they arise from different tests and different root causes." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44279", + "right": "issue:47448", "accept": false, - "reason": "TensorFlow backend packaging and a generic dependency issue are not the same bug." + "reason": "Generic dependency complaint versus a specific Gemma4 architecture recognition bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI test failure is unrelated to Phi-4 multimodal model loading." + "reason": "Unrelated CI test flake versus a specific model-loading regression." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are related at a high level, but not the same concrete failure." + "reason": "Import slowdown and unsafe sys.modules access are different issues, not one concrete bug." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "XLMRoberta Flash Attention support and post_init reinitializing output embeddings after resize are unrelated." + "reason": "Different dependency concerns; no shared failing code path is evident." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44016", + "right": "issue:47448", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different API issues." + "reason": "Notebook syntax error and model architecture recognition are unrelated." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Both concern cache/prefill, but one is a missing cache in v5.0.0 and the other is a device-tensor seq_length causing slice arithmetic failures; not the same bug." + "reason": "XLMRoberta Flash Attention support and embedding reinitialization are separate bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The cluster is correctly characterized as heterogeneous, the representative issue choice is supported by activity/open-state signals, and the two accepted soft pairs are at least plausibly same-bug matches based on the packet titles. No clear overstatement of evidence." - }, - "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 }, @@ -13015,7 +12970,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:25251", "issue:29925", @@ -13028,7 +12983,6 @@ "issue:41628", "issue:41950", "issue:42796", - "issue:42994", "issue:43295", "issue:43335", "issue:43404", @@ -13036,8 +12990,7 @@ "issue:43673", "issue:43976", "issue:44016", - "issue:44279", - "issue:44336", + "issue:44462", "issue:44496", "issue:44521", "issue:44683", @@ -13057,234 +13010,235 @@ "issue:45632", "issue:45759", "issue:45803", + "issue:45907", "issue:46234", "issue:46424", "issue:46506", - "issue:46515", "issue:46752", + "issue:46858", "issue:46932", "issue:47217", - "issue:47333" + "issue:47448" ], "soft_pairs": [ + "issue:43673|issue:46858", + "issue:44462|issue:45907", "issue:32090|issue:35141", "issue:44964|issue:45600", "issue:43404|issue:45216", "issue:42796|issue:44521", - "issue:43531|issue:45600", "issue:44737|issue:45803", - "issue:44496|issue:47217", + "issue:43531|issue:45600", "issue:43335|issue:45593", + "issue:44496|issue:47217", "issue:45290|issue:46752", "issue:45632|issue:46234", "issue:44496|issue:45042", - "issue:36246|issue:38617", + "issue:44938|issue:45542", "issue:25251|issue:29925", + "issue:36246|issue:38617", "issue:36246|issue:41628", - "issue:44938|issue:45542", + "issue:43976|issue:47448", "issue:43295|issue:45335", - "issue:45083|issue:46506", "issue:44496|issue:45759", + "issue:45083|issue:46506", "issue:41950|issue:44016", "issue:29925|issue:33290", "issue:43976|issue:44987", "issue:39692|issue:46932", - "issue:44683|issue:45446", - "issue:42994|issue:47333", - "issue:44279|issue:46515", "issue:43673|issue:46424", - "issue:43673|issue:44336" + "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "e053a2b815bd1b506a9d3fb8fde16800591d1c9eab20ffa97ef738e42c3f9761", + "prepared_review_unit_hash": "b69928af2e507974112827c143cf84d79ad99069c2e239371eba59a34f53d860", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35866, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "serialized_chars": 35434, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a semantic false-positive around assorted Transformers bugs. None of the proposed pairs look like the same concrete bug/change, so I would not merge any soft edge.", - "confidence": 0.69, - "canonical_issue_reason": "Issue #44496 is the most representative anchor in this noisy set: it is a concrete model-loading/configuration failure and has the strongest overlap with the nearby import/load-related reports, though the cluster is too heterogeneous for true deduping.", + "summary": "This cluster contains only issues and no pull requests. The soft-linked pairs mostly describe different bugs in different code paths, so there is no strong duplicate group or clear canonical issue/PR.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #44496 is the clearest single user-facing bug to anchor triage in this cluster, but it should be treated as a representative example rather than a duplicate sink for the other issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill logic, but one is about missing cache state in chunked_prefill and the other is about seq_length being a device tensor breaking slice arithmetic on non-CUDA backends; different failures and fixes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is list_repo_files not forwarding revision; unrelated components and behaviors." + }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Different failures and code paths: GPU broadcast/type handling in Trainer vs embedding resize/post-init reinitialization." + "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization in post_init are distinct bugs in different subsystems." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model-loading failure for a specific checkpoint vs CI break from stale auto_mappings references; not the same bug." + "reason": "Loading a multimodal model in latest transformers and auto_mappings referencing removed configs are unrelated issues." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve model saving/weight tying, but they are different models and different failure modes, so not one concrete bug." + "reason": "Different model families and different problems: tied lm_head weights versus incorrect save_pretrained checkpoint contents." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to the multimodal assistant-mask bug in apply_chat_template." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and removed-config CI failures are unrelated." + "reason": "Tokenizer BPE marker handling is not the same bug as apply_chat_template producing all-zero assistant masks for multimodal inputs." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device-placement bug in XLNet vs bare-except error masking in Fuyu batch conversion; different code paths." + "reason": "XLNet CPU allocation each forward pass and FuyuBatchFeature's bare except swallowing errors are separate code paths." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Model/config loading error vs image-placeholder parsing failure in VL text; not the same underlying issue." + "reason": "Qwen3-MoE sliding_window behavior and auto_mappings CI breakage are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer construction bug vs auxiliary-loss gating in D-FINE; distinct behavior and fix." + "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are different model bugs." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading and image-placeholder handling in VL models are different classes of failures." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both crash in apply_chat_template, but one is about tool-call assistant messages and the other is an empty-list IndexError; not clearly the same bug." + "reason": "Both are apply_chat_template crashes, but one is specifically assistant tool-call messages with no content and the other is an empty-input IndexError; these are different edge cases with likely different fixes." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is unrelated to a missing import_utils helper." + "reason": "A trust_remote_code cache-path collision and a missing import_utils symbol are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config issue vs PIL image processors incorrectly requiring torchvision; different failures." + "reason": "Unrecognized model config and PIL backend image processors requiring torchvision are unrelated issues." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different missing imports from different modules/symbols; same general symptom, not the same bug." + "reason": "Python 3.14 import/load failure and the tensorboard-without-TensorFlow backend error are different environment/runtime problems." }, { "left": "issue:25251", "right": "issue:29925", "accept": false, - "reason": "Pipeline top_k nesting bug and SigLIP use_fast enforcement are unrelated." + "reason": "top_k pipeline output nesting and SigLIP tokenizer use_fast enforcement are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they concern different missing symbols in different modules and do not indicate the same underlying bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different model families; too broad to merge." + "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are separate export/import problems." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43976", + "right": "issue:47448", "accept": false, - "reason": "Python-version load failure vs TensorFlow/tensorboard backend misdetection; unrelated." + "reason": "A Python version compatibility issue is not the same as Gemma4 architecture recognition." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings not propagating to decoder.embed_tokens are separate bugs." + "reason": "One is a regression around processor.tokenizer/images handling, the other is resize_token_embeddings not updating decoder.embed_tokens; different code paths." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Helper function length calculation in qwen3_omni_moe vs CPU/CUDA divergence in a different model; not the same bug." + "reason": "Model recognition from config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct multimodal-loading problems." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Generic model registration/config failure vs composite multimodal AutoModelForCausalLM unwrapping bug; different code paths." + "reason": "Helper output-length computation and CPU/CUDA result divergence are not the same underlying bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:29925", "right": "issue:33290", "accept": false, - "reason": "Tokenizer fast-flag enforcement and Deepspeed/Adafactor OOM are not the same issue." + "reason": "Tokenizer fast-mode enforcement and a deepspeed/Adafactor OOM are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python 3.9/3.10 compatibility problem vs a specific model-loading failure; not the same change or bug." + "reason": "General Python-version support and a specific model load failure in transformers>=5.1.0 are different issues." }, { "left": "issue:39692", "right": "issue:46932", "accept": false, - "reason": "SigLIP2 documentation errors and Gemma4 quantized dtype-casting are different model-specific issues." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Compiled flex_attention failing on torch >= 2.9 is distinct from the separate PyTorch version check bug for AuxRequest import." - }, - { - "left": "issue:42994", - "right": "issue:47333", - "accept": false, - "reason": "Quantized model saving and disk-offloaded model saving are related only at a high level; different failure modes and fixes." - }, - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and not the same concrete bug." + "reason": "Documentation example errors for SigLIP2 and dtype casting in Gemma4 quantized embedders are different bugs." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill is separate from max_cache_length only applying to Quantized Cache." + "reason": "Both mention cache, but one is a missing cache during prefill and the other is max_cache_length only applying to quantized cache; different behaviors." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Cache/generation behavior vs ANSI formatting in loading_report; unrelated." + "reason": "Torch >= 2.9 flex_attention failure and an incorrect version check for AuxRequest import are separate flex_attention issues." } ] }, @@ -13306,7 +13260,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:39692", "issue:41950", @@ -13321,16 +13275,16 @@ "issue:43526", "issue:43577", "issue:43650", - "issue:43653", + "issue:43673", "issue:43824", "issue:43901", - "issue:43976", "issue:44016", "issue:44062", "issue:44220", "issue:44279", "issue:44295", "issue:44327", + "issue:44336", "issue:44466", "issue:44496", "issue:44779", @@ -13349,21 +13303,24 @@ "issue:45823", "issue:46082", "issue:46121", - "issue:46123", - "issue:46369", "issue:46424", "issue:46506", + "issue:46515", "issue:46752", "issue:47217", - "issue:47332" + "issue:47332", + "issue:47333" ], "soft_pairs": [ - "issue:44295|issue:46506", - "issue:43381|issue:45593", + "issue:42994|issue:47333", + "issue:43673|issue:44336", + "issue:44279|issue:46515", "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:44295|issue:46506", "issue:44327|issue:46752", - "issue:44016|issue:44220", "issue:46082|issue:46121", + "issue:44016|issue:44220", "issue:42994|issue:47332", "issue:43650|issue:44220", "issue:44016|issue:44062", @@ -13371,11 +13328,10 @@ "issue:44792|issue:46424", "issue:42907|issue:43441", "issue:45335|issue:45584", - "issue:41950|issue:45020", "issue:43824|issue:44933", + "issue:41950|issue:45020", "issue:44279|issue:45405", "issue:43901|issue:44496", - "issue:43976|issue:44279", "issue:43295|issue:44779", "issue:39692|issue:43901", "issue:43901|issue:47217", @@ -13384,219 +13340,205 @@ "issue:42796|issue:43650", "issue:41950|issue:45823", "issue:43479|issue:45375", - "issue:44466|issue:45276", "issue:43577|issue:45216", - "issue:46123|issue:46369", - "issue:43653|issue:45593" + "issue:44466|issue:45276" ], - "prepared_review_unit_hash": "23a28430c7f36e36dfb872e240c9e3f50636abd46ca0026f2118f479053f9355", + "prepared_review_unit_hash": "c550df92ae65e7105bb9585ffa257590d1ca260f56d2d18de6536b8fa59e2f84", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36607, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions, docs issues, tokenizer/model bugs, and save/load edge cases. I did not find any soft pair that looks like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45020 is the broadest and most central regression report in the set, but the items here are not true duplicates; it is only the best umbrella-style representative if one must be chosen.", + "summary": "The items are largely unrelated one-off bug reports across different models, pipelines, and subsystems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest standalone issue to keep because it covers a wide, user-impacting regression class (recent versions breaking remote-code models) and is more general than the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:42994", + "right": "issue:47333", "accept": false, - "reason": "Different bugs: one is a position_ids buffer-read error, the other is a CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Both are save failures, but one is about quantized models and the other about disk-offloaded Qwen3 checkpoints; different mechanisms and likely different fixes." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache regression and ANSI-color output in loading_report are unrelated subsystems and error modes." + }, + { + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Different code paths and symptoms: eval/gradient-checkpointing conflict vs D-FINE auxiliary-loss handling when denoising is off." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and no shared concrete code path." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a docs/behavior mismatch for TextClassificationPipeline." + "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are different artifacts and not the same bug." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Different pipelines and failures: QA decode_spans top-k bounds error vs empty-list apply_chat_template crash." + "reason": "Eval-mode gradient checkpointing failure and D-FINE auxiliary-loss behavior are unrelated code paths." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer read error and CPU/CUDA output differences are distinct bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features runtime issue." + "reason": "QA decode_spans top-k bounds crash and empty-list chat template crash are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "These are separate validation/config bugs: explicit head_dim rejection vs JSON-loaded list handling in rope validation." + "reason": "Both involve config validation, but one is Llama head_dim rejection and the other is rope-param list handling; not the same fix." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features issue are completely different problems." }, { "left": "issue:42994", "right": "issue:47332", "accept": false, - "reason": "Both involve saving, but one is quantized-model saving and the other is disk-offloaded model saving; not the same failure." + "reason": "Both mention saving, but quantized-model saving and disk-offloaded model saving are different failure modes." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The placeholder title is unrelated to the audio feature extraction bug." + "reason": "Placeholder issue title and audio feature extraction bug have no substantive overlap." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error vs AddedToken keyword-argument duplication; unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral-3 v5 RC failure and the other is an s_aux=None AttributeError in sink-less models." + "reason": "FlashAttention failures, but for different models and causes (Ministral-3 RC issue vs s_aux=None crash on sink-less models)." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus image-generation test failure is unrelated to cache max length being honored only for Quantized Cache." + "reason": "Janus image-generation test failure and cache max length handling are different subsystems." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both are model-specific failures, but one is save-dequantized Ministrals/Devstrals and the other is a FlashAttention issue." + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention runtime failures are unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different models and mechanics: token embedding resize propagation vs Whisper empty-transcription generation after align_special_tokens." + "reason": "resize_token_embeddings not updating decoder embeddings vs Whisper empty-transcription generation bug are different code paths." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "A video-classification processor lookup bug is not the same as the broad remote_code regression." + "reason": "Both are import-related, but they concern different missing symbols in different modules; not the same artifact." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different root causes." + "reason": "Video-classification processor lookup bug and remote_code breakage are too broad and unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency trouble is not the same as a PEFT minimum-version bump to an unreleased release." + "reason": "General dependency issue vs PEFT minimum-version bump; no shared underlying bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs drift for return_all_scores is unrelated to unrecognized model/config.json issues." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python version compatibility and dependency issues are too different to treat as duplicates." + "reason": "Docs mismatch for return_all_scores and unrecognized model config are unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions: processor/tokenizer custom-code breakage vs Deepseek tokenizer output corruption." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both touch docs, but SigLIP2 example errors and TextClassificationPipeline docs drift are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:47217", - "accept": false, - "reason": "Docs mismatch vs VL image-placeholder runtime failure are not the same bug." + "reason": "Different tokenizer regressions affecting different model families and behaviors." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + "reason": "Both are tokenizer regressions, but Deepseek incorrect results and Granite wrong token IDs are separate model-specific bugs." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Model loading failure and checkpoint-saving regression are different operations with different symptoms." + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different operations and failures." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to the placeholder 'ADD THE DATA' issue." + "reason": "Tokenizer BPE-marker bug and placeholder issue have no meaningful overlap." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated bugs." + "reason": "Pipeline processor lookup and Gemma4 device-mismatch forward bug are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs for different models/fields; no shared concrete code path is evident." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Serialization of tied lm_head weights and Gemma4 resize_token_embeddings propagation are separate issues." + "reason": "Both are multimodal config issues, but they affect different model configs and fields; not the same bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype loading behavior is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Blip2 dtype propagation bug and Qwen3.5 save_pretrained regression are different behaviors." }, { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "A partial-batch mask pipeline bug is unrelated to sam3-litetext memory overflow." - }, - { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "lm_head.weight serialization inconsistency and resize_token_embeddings propagation are distinct model-state bugs." } ] }, @@ -13618,7 +13560,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:42994", "issue:43299", @@ -13627,6 +13569,7 @@ "issue:43441", "issue:43644", "issue:43650", + "issue:43653", "issue:43854", "issue:43873", "issue:43931", @@ -13634,15 +13577,12 @@ "issue:44016", "issue:44075", "issue:44242", - "issue:44246", "issue:44291", "issue:44336", "issue:44351", "issue:44368", "issue:44462", - "issue:44671", "issue:44683", - "issue:44779", "issue:45081", "issue:45103", "issue:45200", @@ -13652,13 +13592,15 @@ "issue:45405", "issue:45542", "issue:45588", + "issue:45593", "issue:45800", - "issue:45823", "issue:45834", "issue:45859", "issue:45907", "issue:46082", + "issue:46123", "issue:46209", + "issue:46369", "issue:46399", "issue:46512", "issue:46614", @@ -13666,242 +13608,234 @@ "issue:47000", "issue:47085", "issue:47145", - "issue:47217", "issue:47405" ], "soft_pairs": [ + "issue:46123|issue:46369", "issue:46614|issue:47085", + "issue:43653|issue:45593", "issue:47145|issue:47405", "issue:43976|issue:45405", "issue:43381|issue:47000", "issue:44462|issue:45081", - "issue:43644|issue:47145", "issue:44075|issue:44368", "issue:43299|issue:45357", + "issue:43644|issue:47145", "issue:46082|issue:46399", "issue:43299|issue:43854", - "issue:43931|issue:47145", "issue:44242|issue:45200", - "issue:44683|issue:45542", "issue:46082|issue:46512", + "issue:43931|issue:47145", "issue:44016|issue:44291", + "issue:44683|issue:45542", "issue:45588|issue:47000", "issue:44351|issue:45278", "issue:43650|issue:46209", - "issue:43873|issue:47145", - "issue:45859|issue:46851", "issue:45081|issue:45907", + "issue:45859|issue:46851", + "issue:43873|issue:47145", "issue:45103|issue:45372", "issue:42994|issue:43317", - "issue:45542|issue:45800", "issue:43441|issue:45834", "issue:44336|issue:46851", - "issue:44246|issue:47217", - "issue:44671|issue:44779", - "issue:44016|issue:45823" + "issue:45542|issue:45800" ], - "prepared_review_unit_hash": "81800b54c0ce08bc5f411f3ce16c00a8f725884e116ea8a12c9cbb355f2eecce", + "prepared_review_unit_hash": "24a2e83d52ebe6da86afbdfe240ca31e06b4c0806199cbe06fec04d71b7f8d82", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36413, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers v5 regressions and model-specific bugs, centered around loading, quantization/offload, tokenizers, and a few unrelated utilities. None of the soft pairs look like true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:47405 is the best anchor for the cluster because it describes a high-severity, broadly framed model-loading correctness regression (silent wrong weights from an Auto-class mismatch) and is more representative than the many niche, subsystem-specific reports.", + "summary": "These are mostly distinct bug reports across different models, utilities, and regression classes. None of the soft pairs look like true duplicates, so all soft edges should be rejected. The most central issue in the set is the active quantization/offloading regression.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it targets quantization/offloading behavior, has strong discussion activity and inbound references, and best matches the recurring loading/offload theme across the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47405 is the strongest single issue to represent the group: it is clearly actionable, severe, and closest to the cluster\u2019s shared theme of loading/serialization regressions. The rest are mostly separate bugs rather than duplicates.", + "best_issue_reason": "issue:43873 is the best single representative because it is an umbrella bug with broad impact rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: final-batch masking logic vs a model memory overflow. No shared code-path." + }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Different components and failure modes: stale phonemizer backend state vs tokenizer thread-safety regression." + "reason": "Tokenizer phonemizer state bug vs tokenizer thread-safety regression. Related area, but not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs D-FINE auxiliary-loss behavior. Unrelated components." }, { "left": "issue:47145", "right": "issue:47405", "accept": false, - "reason": "Both are silent-corruption-style bugs, but one is FP8 weight-scale loading and the other is wrong Auto-class conversion/loading; different code paths." + "reason": "One is missing FP8 weight_scale application; the other is loading through the wrong Auto class and skipping conversion. Different root causes." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "One is a Python version compatibility bug; the other is an unreleased dependency version bump." + "reason": "Python/version compatibility break vs an unreleased dependency version bump. Not the same underlying issue." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Unrelated bugs: gradient checkpointing in eval mode vs RTDetr loss infeasible cost matrix." + "reason": "Gradient checkpointing in eval mode and RTDetr cost-matrix infeasibility are unrelated." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-file precedence bug vs Mistral regex patch crash; different loading paths." - }, - { - "left": "issue:43644", - "right": "issue:47145", - "accept": false, - "reason": "Non-persistent buffer initialization bug vs FP8 compressed-tensor weight-scale loading bug." + "reason": "AutoTokenizer file selection bug vs Mistral regex patch crash. Same subsystem, different code paths and symptoms." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling vs a model warning about tie_word_embeddings; not the same defect." + "reason": "SGD argument handling vs a Qwen3.5 LoRA warning about tie_word_embeddings. Different issues." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Different model families and symptoms: Qwen3VL MoE loading breakage vs Qwen3.5 save_pretrained visual-key regression." + "reason": "Qwen3VL MoE model loading regression vs Qwen3.5 save_pretrained visual-key regression. Same family, different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs FP8 weight_scale loading corruption. Different mechanisms." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Config validation for head_dim vs a kernel registration/decorator crash; separate issues." + "reason": "Llama config validation vs Qwen3.5 kernel registration/decorator failure. Not duplicate." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading problems, but for different models and distinct failure mechanisms." - }, - { - "left": "issue:43931", - "right": "issue:47145", - "accept": false, - "reason": "Shape-mismatch loading failure vs FP8 checkpoint scaling corruption; different underlying bugs." + "reason": "Both are model-loading failures, but they affect different models and different breakpoints." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss logic vs Gemma 4 multimodal token-type defaults." + "reason": "MoE load-balancing loss gating vs Gemma 4 token-type defaulting. Different model logic." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Torch/compiled attention incompatibility vs TensorFlow/tensorboard backend import issue." + "reason": "Config head_dim validation vs dtype propagation/stale config dtype. Separate config bugs." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "Different API contracts: LlamaConfig head_dim validation vs from_config dtype/config synchronization." + "reason": "Shape mismatch loading Qwen3-VL vs FP8 weight_scale omission. Different load-time defects." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument mismatch; no shared code path." + "reason": "Notebook syntax error vs init_empty_weights unexpected argument TypeError. Unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch/flex_attention compatibility vs tensorboard-without-TensorFlow backend error. No overlap in failure path." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention sink handling crash vs RTDetrLoss infeasible cost matrix are unrelated." + "reason": "FlashAttention aux-arg crash vs RTDetr loss infeasibility. Different subsystems." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Specific missing HybridCache import vs broad import errors after upgrade; not clearly the same bug." + "reason": "Specific missing HybridCache import vs broad upgrade import breakage. One may be part of the other family, but not clearly the same bug." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder issue with no bug detail vs FP8 inference failure on B200." + "reason": "Placeholder issue title vs FP8 inference failure on B200. Clearly unrelated." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Quantized offloading behavior vs missing weight_scale application; too different to merge." + "reason": "Tokenizer regex patch crash vs Hub list_repo_files revision forwarding. Different code paths." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU-offload incompatibility in rotary embedding vs variable-length position_ids handling." + "reason": "CPU offload incompatibility vs variable-length position_ids bug. Same model family, different concrete defects." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs list_repo_files revision forwarding; unrelated utilities." + "reason": "Both involve quantization/offload, but one is general offloading behavior and the other is FP8 checkpoint scaling. Not the same bug." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation parsing crash vs processor loading broken by ReasoningEffort import." + "reason": "Auto-docstring annotation handling vs Gemma 4 processor import failure. Unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure vs dequantized model loading with device_map=auto; related theme, but different defect." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorFlow backend detection bug vs torch/transformers version incompatibility; not duplicates." + "reason": "Quantized saving failure vs dequantized model loading with device_map=auto. Both touch quantization/loading, but they are different symptoms and code paths." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure on Ministral-3 vs OCR long-input index error in Kosmos2.5; different models and failures." + "reason": "Ministral FlashAttention regression vs Kosmos2.5 OCR index error. Different models and failures." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI output formatting issue vs Qwen3.5 variable-length position_ids bug." - }, - { - "left": "issue:44246", - "right": "issue:47217", - "accept": false, - "reason": "Import-time slowdown vs VL image-placeholder handling bug; unrelated." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Different tokenizer regressions in different models: CamemBERT masked LM vs Deepseek tokenizer outputs." + "reason": "ANSI output in loading_report vs Qwen3.5 position_ids handling. No shared bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device mismatch during forward; different layers of the stack." + "reason": "TensorFlow backend detection issue vs torch/transformers version incompatibility. Different dependency problems." } ] }, @@ -13923,11 +13857,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:33290", "issue:42175", - "issue:42617", "issue:42796", "issue:43441", "issue:43479", @@ -13947,13 +13880,15 @@ "issue:44246", "issue:44261", "issue:44263", - "issue:44297", "issue:44336", "issue:44373", "issue:44496", "issue:44589", "issue:44623", + "issue:44671", "issue:44749", + "issue:44779", + "issue:45072", "issue:45325", "issue:45362", "issue:45397", @@ -13964,33 +13899,35 @@ "issue:45712", "issue:46291", "issue:46399", - "issue:46655", - "issue:46726", + "issue:46829", "issue:46846", "issue:46851", "issue:47000", "issue:47145", + "issue:47217", "issue:47333", "issue:47427" ], "soft_pairs": [ + "issue:44671|issue:44779", + "issue:44246|issue:47217", "issue:43784|issue:45542", "issue:44186|issue:47000", "issue:42175|issue:43976", "issue:44623|issue:44749", "issue:45325|issue:46851", - "issue:44623|issue:45397", "issue:43673|issue:43761", - "issue:43901|issue:44246", - "issue:43525|issue:43881", "issue:43479|issue:43525", + "issue:43525|issue:43881", + "issue:43901|issue:44246", "issue:33290|issue:45656", - "issue:43575|issue:47145", + "issue:44623|issue:45397", "issue:46399|issue:46846", - "issue:44589|issue:45362", + "issue:43575|issue:47145", "issue:44261|issue:44263", - "issue:44188|issue:44336", + "issue:44589|issue:45362", "issue:42796|issue:43441", + "issue:44188|issue:44336", "issue:45600|issue:45712", "issue:45588|issue:47427", "issue:45362|issue:47333", @@ -13998,214 +13935,188 @@ "issue:44246|issue:44496", "issue:44336|issue:44373", "issue:43723|issue:44162", - "issue:42617|issue:43976", "issue:46291|issue:46399", - "issue:44297|issue:45397", "issue:46399|issue:46851", - "issue:46655|issue:46726" + "issue:45072|issue:46829" ], - "prepared_review_unit_hash": "7e18e5938c559d28886a9463be5b1e739adb29f52b879f09832c0ba124b02d39", + "prepared_review_unit_hash": "b81b3b1fed9eb8f3110c3524292f6c2c1dd76941817f79927a0dd811a24bb074", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35756, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of unrelated Transformers issues rather than a tight duplicate set. The soft-similarity pairs are mostly false positives: they share broad subsystems or themes, but not the same concrete bug or change path. No PRs were provided.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43824 is the strongest standalone anchor: it has a concrete import failure, multiple inbound references, and substantial discussion, making it the most actionable representative issue in an otherwise heterogeneous set.", + "summary": "This cluster is mostly heterogeneous; the soft pairs share themes or subsystems but not the same concrete bug/change. I would not merge any of the candidate duplicate edges. The only close neighborhood is the deepspeed/optimizer pair, but it still looks like different symptoms rather than one underlying defect.", + "confidence": 0.35, + "canonical_issue_reason": "issue:45656 is the best anchor here: it is open, concrete, and points to a specific deepspeed optimizer-step bug path. Even so, the cluster as a whole does not look like a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best global issue candidate because it describes a specific, user-facing regression with clear reproduction and ecosystem impact, unlike many of the other items that are narrower or orthogonal.", + "best_issue_reason": "issue:45656 is the strongest representative issue because it is the clearest actionable code-path report in the set and the most plausible target for follow-up triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 incorrect-output reports, but they hit different models and different tokenizer/model paths." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import slowdown and VL placeholder handling are unrelated failures." + }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend failures, but they are different bugs: sentence-transformers import hits a missing nn symbol, while tensorboard-only installs trigger a missing TensorFlow backend path." + "reason": "One is a missing `nn` import during sentence-transformers import; the other is a TensorFlow/backend dependency issue." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Completely different failures: a tokenizer crash on NER/padding versus an RTDetrLoss infeasible cost-matrix error." + "reason": "Tokenizer crash on NER/padding is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "One is a packaging/backend omission for pip extras, the other is a Python version compatibility problem; not the same underlying issue." + "reason": "Packaging backend omission and Python-version support are different issues." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Saving processor files and post-upgrade performance regression are unrelated." + "reason": "Missing files from `processor.save_pretrained` and a post-upgrade slowdown are not the same bug." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids, but they affect different Qwen models and different code paths: still-image temporal scaling vs variable-length input handling." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Processor save-pretrained file omission is unrelated to a Zero3 from_pretrained loading failure." + "reason": "Both mention `position_ids`, but they affect different Qwen models and different failure modes." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache handling during chunked prefill is unrelated to CLIPVisionModel hidden_states being omitted." + "reason": "Chunked-prefill cache regression and CLIP hidden_states regression are distinct." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same problem as intermittent slow imports." + "reason": "Config default initialization and missing `pad_token_id` are different config bugs." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a glm-4v-9b load failure are different model-specific bugs." + "reason": "A missing config attribute is not the same as a model loading failure." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id are separate config issues." + "reason": "Docs mentioning `return_all_scores` vs import slowness are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is optimizer.step() being invoked twice; not mergeable as one fix." + "reason": "Both involve deepspeed/optimizer behavior, but one is OOM with Adafactor while the other is a double-step call; not the same concrete bug." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to silent FP8 checkpoint corruption and missing weight_scale application." + "reason": "Processor save/export files and Gemma-4 ZeRO3 loading are separate code paths." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Different Qwen3.5 failures: kernel registration/decorator error versus missing TP-plan entries causing OOM/shape errors." + "reason": "Kernel registration/decorator failure and missing TP-plan entries causing OOM/shape errors are different defects." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "A storage-object lookup TypeError is unrelated to a chat crash on Qwen3.5." + "reason": "TP loading OOM and FP8 weight_scale omission are not the same underlying problem." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals and failures: MLA normalization precision/config issue versus torch.split return handling." + "reason": "Precision drift from missing `rms_norm_eps` and a `torch.split` return-value issue are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + "reason": "A storage-type lookup error is not the same as a chat pipeline crash." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention support are different bugs, even though both involve Ministral-3." + "reason": "Tokenizer BPE-marker handling and FlashAttention failures are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching on `torch.compile` is unrelated to ANSI code generation in loading reports." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed auto-mapping references breaking CI and leftover dummy PT classes are separate cleanup problems." + "reason": "Removed config references in auto-mappings and leftover dummy classes are both CI cleanup issues, but not the same artifact or bug." }, { "left": "issue:45588", "right": "issue:47427", "accept": false, - "reason": "Flash-attention sink handling and redundant HF init on non-CUDA hardware are different code paths." + "reason": "A FlashAttention `s_aux=None` crash is different from redundant init skipping on non-CUDA hardware." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat crash is unrelated to saving a disk-offloaded Qwen3-30B-A3B model." + "reason": "Qwen3.5 chat crashing and disk-offloaded save failures are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "An import error for a specific model class is unrelated to a Python version support issue." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Intermittent import slowness and unrecognized-model config parsing are not the same bug." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI output leakage and a wrong docstring are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are different failures with no shared concrete code path." - }, - { - "left": "issue:42617", - "right": "issue:43976", - "accept": false, - "reason": "Running 3d_parallel.py failing and Python 3.9 compatibility are unrelated." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "kernels package metadata requirements and a missing decorator in Qwen3.5 kernel registration are different issues." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 Zero3 loading." + "reason": "Missing model symbol import and Python 3.9/3.10 compatibility are not duplicates." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration failure and variable-length position_ids handling are separate Qwen3.5 problems." + "reason": "Kernel registration issues and variable-length `position_ids` handling are different." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Video padding calculation and missing vision-backend image processor resolution are different processor bugs." + "reason": "bfloat16 dtype mismatch in CI and VideoPrism output-field mixup are distinct problems." } ] }, @@ -14227,32 +14138,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:36246", - "issue:41950", "issue:42491", "issue:42915", "issue:43257", + "issue:43295", "issue:43299", + "issue:43352", "issue:43526", "issue:43540", "issue:43550", "issue:43596", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44479", "issue:44496", "issue:44779", "issue:44871", "issue:45003", - "issue:45072", "issue:45083", "issue:45103", "issue:45137", + "issue:45250", "issue:45292", "issue:45375", "issue:45397", @@ -14271,7 +14183,6 @@ "issue:46726", "issue:46752", "issue:46821", - "issue:46829", "issue:46851", "issue:47176", "issue:47177", @@ -14279,231 +14190,245 @@ "issue:47312" ], "soft_pairs": [ - "issue:45072|issue:46829", + "issue:46655|issue:46726", "issue:42491|issue:43299", "issue:45083|issue:46851", + "issue:44297|issue:45397", "issue:47176|issue:47177", "issue:45003|issue:47217", "issue:43526|issue:45003", "issue:45588|issue:46851", "issue:45003|issue:46821", - "issue:44246|issue:44871", "issue:45103|issue:46399", - "issue:44295|issue:45397", + "issue:44246|issue:44871", "issue:45561|issue:45563", "issue:44336|issue:46424", "issue:43550|issue:46506", + "issue:44295|issue:45397", "issue:43540|issue:46752", - "issue:36246|issue:43596", "issue:46614|issue:46665", "issue:42915|issue:47312", + "issue:36246|issue:43596", "issue:43540|issue:46655", "issue:46726|issue:47217", "issue:43257|issue:45137", - "issue:44779|issue:45292", "issue:44479|issue:46655", + "issue:44779|issue:45292", "issue:44496|issue:45003", - "issue:41950|issue:44220", "issue:45375|issue:45759", "issue:45292|issue:45701", - "issue:44242|issue:45593" + "issue:44242|issue:45593", + "issue:43295|issue:45292", + "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "e639f8d3dc4ea1331d995e396bc0b022f965ce8853b43758027b45942a92b19e", + "prepared_review_unit_hash": "2a032f7ce53dd0cc99ac54e99da62e308e20d16442bd8f5daf70415622cc3ac1", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36177, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "soft_pair_count": 30, + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: a few pairs share model family or subsystem vocabulary, but none look like the same underlying bug/change closely enough to merge as duplicates. No PRs are present.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue is a safe canonical duplicate target; the set mixes unrelated bugs across Qwen/VL, distributed loading, tokenizer/config, import-time, security, and utility code paths.", + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions spanning Qwen multimodal/video, tokenizer behavior, DeepSpeed, security, and general modeling utilities. I do not see a true duplicate core, so all soft edges are rejected.", + "confidence": 0.81, + "canonical_issue_reason": "If one issue must represent the cluster, 44479 is the broadest user-facing regression among the Qwen multimodal/video items. That said, the cluster is too mixed for a strong single canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the closest broad/core-library candidate and appears in multiple soft-similarity links, but it still does not represent the rest of the cluster as a duplicate.", + "best_issue_reason": "44479 has the widest scope and best matches the most repeated theme in the cluster (Qwen multimodal/video regressions), but it is still only a loose representative, not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Different failures: one is a bfloat16 dtype mismatch in model inference, the other is an output field/hidden_states mix-up in VideoPrism classification." + "reason": "Both involve vision/video processors, but one is a SmolVLM padding bug and the other is an AutoProcessor missing-backend error; different failure modes and fixes." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is LoRA compatibility across versions and the other is accelerate/deepspeed weight conversion; not the same bug." + "reason": "Both mention Qwen3 MoE/hf5.x regressions, but one is a LoRA compatibility issue and the other is a loading failure in v5.0.dev0; not the same bug." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3.5 positional/length behavior, but one is a helper output-length issue and the other is variable-length position_ids handling." + "reason": "Different models and code paths: a Qwen3 Omni MoE feature-extraction helper bug versus a Qwen3.5 variable-length position_ids issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma-4 ZeRO3 loading are unrelated problems." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Distinct security issues: shell command-substitution bypass vs tar/zip-slip arbitrary file write." + "reason": "Two separate security issues: command-substitution allowlist bypass versus tar/zip slip file-write RCE." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to VL image placeholder handling in user text." + "reason": "One is unsafe sys.modules access in modeling_utils; the other is VL image-placeholder handling in user text." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT image-processor label reduction and unsafe sys.modules access are unrelated code paths." + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access in modeling_utils are unrelated." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention s_aux=None crash is a multimodal attention bug, not the same as Qwen3.5 variable-length position_ids handling." + "reason": "Flash-attention sink handling and Qwen3.5 variable-length position_ids are different regressions." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different core-library bugs." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Load-balancing loss omission and eos_token_id config inconsistency affect different model behaviors and code paths." + "reason": "Generic sys.modules access issue versus TimesFM window_size attribute error; no shared underlying bug." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring future-annotations crash is unrelated to the Qwen3.5 kernel registration error." + "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel registration error are different code paths." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Reading position_ids after buffer registration and gemma-4 ZeRO3 from_pretrained failures are different distributed/model-loading problems." + "reason": "Import performance problem and Gemma eos_token_id config inconsistency are not duplicates." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated testing/generate issues." + "reason": "Pytest-xdist race on captured_info.txt and stale num_return_sequences warning are unrelated testing issues." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI leakage in loading_report and cache max_length behavior are unrelated utility vs cache-config bugs." + "reason": "ANSI code emission in loading_report and cache max length handling are unrelated utility bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA divergence in PPDocLayoutV3 are different backend/model issues." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and CPU/CUDA output differences in PPDocLayoutV3 are different problems." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat template crash are unrelated failures." + "reason": "position_ids buffer access bug and Gemma-4 Zero3 loading issue are unrelated." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "ImportError for Qwen2_5_VLImageProcessor and DeepSpeed ZeRO3 BertModel IndexError are different bugs." + "reason": "Qwen3OmniMoe video-input validation and empty-chat-template handling are different user flows." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained behavior inside Python classes do not describe the same issue." + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are separate issues." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and kernels 0.16 incompatibility are different compatibility problems." + "reason": "Qwen3Moe FP8 config failure and kernels version incompatibility are not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import error and DeepSpeed ZeRO3 BertModel index error are unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but Qwen3OmniMoe ValueError and SmolVLM padding miscalculation are distinct model-specific bugs." + "reason": "Both touch video processing, but they target different models and different root causes (Qwen3OmniMoe input validation vs SmolVLM padding math)." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend / unrecognized image processor is not the same as failing when the image placeholder appears in user text." + "reason": "AutoProcessor missing-vision-backend error and VL placeholder-in-user-text failure are distinct issues." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "MoE weight conversion with accelerate+deepspeed and ZeRO3 empty-deque pop are different distributed-loading failures." + "reason": "Both involve DeepSpeed ZeRO3, but one is Qwen3 MOE weight conversion with accelerate/deepspeed and the other is an empty-deque IndexError." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Tokenizer changes across versions and resize_token_embeddings not updating output_embeddings are unrelated." + "reason": "Both are video regressions, but 44479 is a broad Qwen-family issue while 46655 is a SmolVLM-specific padding bug; not mergeable into one PR." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "General v5.3.0 video-input regression across several VL models and SmolVLM padding calculation are related only at a very broad level, not the same concrete bug." + "reason": "Deepseek tokenizer output changes and resize_token_embeddings not updating output embeddings are different tokenizer/model-sync problems." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/model_type config error and unsafe sys.modules access are unrelated loading-time issues." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline choosing image processors and _torch_extract_fbank_features() are different pipeline defects." + "reason": "Unrecognized model config error and unsafe sys.modules access in modeling_utils are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing deepstack_visual_indexes field and composite Qwen multimodal text_config unwrapping are distinct config-handling bugs." + "reason": "Missing strict config field for Qwen3.5MoeVisionConfig and AutoModelForCausalLM not unwrapping text_config are different composite-config bugs." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings not affecting output_embeddings and version-dependent tokenization changes are different behaviors." + "reason": "Embedding resizing bug and version-dependent tokenization changes are not the same issue." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss gated on output_router_logits and D-FINE auxiliary-loss omission with denoising off are separate model-loss bugs." + "reason": "Missing load-balancing loss when router logits are off and D-FINE auxiliary-loss behavior are unrelated MoE/detection issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression in v4.57.5 and resize_token_embeddings not affecting output_embeddings are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific NemotronHForCausalLM Flash Attention 2 support error versus a generic Flash Attention 2.0 topic; too broad and not the same bug." } ] }, @@ -14525,36 +14450,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:42757", "issue:42886", - "issue:43295", - "issue:43352", "issue:43475", "issue:43540", + "issue:43653", "issue:44038", "issue:44060", "issue:44077", "issue:44162", + "issue:44242", "issue:44295", "issue:44351", + "issue:44368", "issue:44451", "issue:44466", "issue:44479", "issue:44623", "issue:44749", + "issue:44857", "issue:44877", + "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45250", - "issue:45292", "issue:45335", "issue:45375", "issue:45397", @@ -14576,20 +14502,18 @@ "issue:47429" ], "soft_pairs": [ - "issue:43295|issue:45292", - "issue:43352|issue:45250", "issue:44995|issue:45200", "issue:36246|issue:44351", - "issue:36246|issue:42757", "issue:44060|issue:44077", - "issue:45137|issue:45600", - "issue:46170|issue:47321", + "issue:36246|issue:42757", "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:45137|issue:45600", "issue:44162|issue:45200", "issue:42886|issue:46132", - "issue:44295|issue:44749", "issue:44995|issue:45588", "issue:44451|issue:46752", + "issue:44295|issue:44749", "issue:45685|issue:46431", "issue:44877|issue:45375", "issue:44479|issue:46170", @@ -14597,203 +14521,212 @@ "issue:43475|issue:46369", "issue:45003|issue:45561", "issue:44877|issue:46170", - "issue:44623|issue:46726", "issue:44987|issue:45459", + "issue:44623|issue:46726", "issue:44038|issue:46506", "issue:29870|issue:30333", - "issue:45397|issue:45656", - "issue:43475|issue:43540" + "issue:44242|issue:44857", + "issue:43475|issue:43540", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45397|issue:45656" ], - "prepared_review_unit_hash": "a57951c26c2be290aefedabcd3aebc240fc15a01ecef0310828faac39a2ca9ba", + "prepared_review_unit_hash": "c79382a92a5748d5a1718a2e8900f67aed80e1d1131aa495c1beef9fb4997ae1", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35126, - "estimated_input_tokens": 8782, - "estimated_eval_tokens": 17820 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: it contains many unrelated bug reports, with only superficial overlap in words like \"tokenizer\", \"video\", \"config\", or \"deepspeed\". None of the soft pairs look like the same underlying bug/change, so no dedupes should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is appropriate here; the items are heterogeneous and do not collapse to one underlying bug.", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across model families, tokenizer/import failures, config/serialization issues, and runtime/deepspeed/CI problems. The soft pairs mostly share only broad keywords or the same subsystem name, not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated failures and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: selecting one would be arbitrary because the cluster is not coherent.", + "best_issue_reason": "No issue is a strong global representative for the cluster for the same reason: the paired items do not describe one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Both mention embedding/processor regressions, but one is about custom multimodal processor.tokenizer behavior and the other about resize_token_embeddings not updating output embeddings; different code paths and failure modes." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "43352 is a specific model gate for NemotronHForCausalLM, while 45250 is just a general Flash Attention topic; not the same bug." - }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache crash on second forward is unrelated to Gemma 4 requiring mm_token_type_ids to default to zeros." + "reason": "Different failures: stale cache on second forward pass vs missing mm_token_type_ids defaulting in Gemma 4 fine-tuning." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules and versions; not the same underlying issue." + "reason": "Both are import errors, but they concern different missing symbols and different code paths." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to huggingface_hub.is_offline_mode missing." + "reason": "Unrelated model warnings/config validation issues; not the same bug or fix." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is a model policy change for patchtsmixer post_init. Different areas and fixes." + "reason": "Different dependency/import symbols from different packages; only superficially similar." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and auto_mappings referencing removed Sam3LiteText configs are unrelated." + "reason": "Both involve tied embeddings, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "Windows ROCm/torch.distributed import problems are unrelated to AMD quark class updates." + "reason": "Different AMD/Windows/ROCm problems with no shared failing code path." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both involve resizing/tied embeddings, but one is serialization of lm_head.weight and the other is decoder.embed_tokens not updating; distinct bugs." + "reason": "ZeRO3 deque underflow and stale auto_mappings entries are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are completely different models and code paths." + "reason": "Different models and symptoms; no common defect." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Tokenizer cache loading in offline mode is unrelated to AttentionInterface.register changing function behavior." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Reading position_ids after buffer registration and a large slowdown after upgrading transformers are different regressions." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward is unrelated to flash_attention s_aux=None AttributeError." + "reason": "Second-forward cache bug is unrelated to flash_attention handling of s_aux=None." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Failed model load for ScandiBERT and apply_chat_template crashing on empty input are unrelated." + "reason": "Model loading failure vs empty-chat-template IndexError; different paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and data filtering slowdown are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram Int error in moe code is unrelated to missing chat template on a processor." + "reason": "MPS histogram/int issue has nothing to do with chat template availability." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config handling, but one blocks loading granite_speech and the other drops a missing field in Qwen3_5MoeVisionConfig; not the same artifact or fix." + "reason": "Both mention config strictness, but they are different config fields and different models." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression and Windows ROCm import/type errors are unrelated." + "reason": "Video-input regression and Windows ROCm import/dependency issue are unrelated." }, { "left": "issue:47217", "right": "issue:47429", "accept": false, - "reason": "VL image-placeholder parsing and a tokenizers version upper-bound issue are unrelated." + "reason": "Image-placeholder handling and tokenizers version pinning are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3-family, but one is a missing attribute in video vision encoder output and the other is a memory overflow in sam3-litetext; not the same bug." + "reason": "Both are SAM3-related, but one is a missing attribute and the other is memory overflow; different bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are different concurrency-related problems." + "reason": "Unsafe sys.modules access and xdist race on captured_info.txt are different issues." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "granite_speech strict config loading and Windows ROCm torch.distributed import issues are unrelated." + "reason": "No shared concrete code path; config loading vs PyTorch/ROCm import dependency." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Missing files from processor.save_pretrained and unrecognized image processor when a vision backend is missing are different failure modes." + "reason": "Different failures: model loading on transformers>=5.1.0 vs protobuf decode-error masking." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast and protobuf-related tokenizer error masking are unrelated." + "reason": "save_pretrained missing files and missing-vision-backend AutoProcessor messaging are different problems." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are different models and code paths." + "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate UnboundLocalError and MLflow job status reporting are unrelated." + "reason": "Generate-time UnboundLocalError and MLflow status not updated after failed training are unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained issues and a double optimizer step with deepspeed are separate bugs." + "reason": "Load-balancing loss logic and float16 AMP CUDA crash are different code paths." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal/video-related, but one is a missing attribute in SAM3 output and the other is a Qwen3OmniMoe video-processing ValueError; different models and fixes." + "reason": "Different video-processing failures in different model families; not mergeable as one PR." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a tie_word_embeddings warning and the other is a flash-attention generation regression." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and double optimizer.step under deepspeed are not the same defect." } ] }, @@ -14815,14 +14748,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ + "issue:39692", "issue:42199", "issue:42886", "issue:42994", "issue:43065", "issue:43408", - "issue:43653", + "issue:43475", "issue:43701", "issue:43723", "issue:43784", @@ -14830,15 +14764,13 @@ "issue:43931", "issue:43976", "issue:43994", - "issue:44162", "issue:44188", - "issue:44242", + "issue:44297", "issue:44361", "issue:44368", "issue:44483", + "issue:44623", "issue:44749", - "issue:44857", - "issue:44977", "issue:45103", "issue:45229", "issue:45412", @@ -14857,6 +14789,7 @@ "issue:46710", "issue:46726", "issue:46752", + "issue:46821", "issue:46851", "issue:46858", "issue:47020", @@ -14867,13 +14800,10 @@ "issue:47429" ], "soft_pairs": [ - "issue:44242|issue:44857", - "issue:44368|issue:44977", - "issue:43653|issue:44162", "issue:46305|issue:46315", "issue:42994|issue:47312", - "issue:43065|issue:43408", "issue:43723|issue:46710", + "issue:43065|issue:43408", "issue:45412|issue:46123", "issue:42886|issue:45229", "issue:47059|issue:47429", @@ -14881,217 +14811,227 @@ "issue:43906|issue:46202", "issue:45987|issue:46082", "issue:45103|issue:46858", - "issue:44361|issue:44749", "issue:42199|issue:46851", - "issue:43994|issue:46726", + "issue:44361|issue:44749", "issue:44368|issue:45563", + "issue:43994|issue:46726", "issue:46132|issue:47145", "issue:46752|issue:47020", "issue:44188|issue:46202", "issue:45593|issue:47068", "issue:43976|issue:47429", - "issue:43701|issue:44749", "issue:44483|issue:46202", "issue:43784|issue:46399", "issue:44188|issue:46421", - "issue:44749|issue:45656" + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:39692|issue:46726", + "issue:44297|issue:44623", + "issue:43475|issue:46821" ], - "prepared_review_unit_hash": "7fa01b1d0b4596fde07b06a4579234fc3a78ebfeb72346797d21a4073e1f134c", + "prepared_review_unit_hash": "1e1d893743488ea07b3fe3aacf7da4ae5d1181dbfcd11d55aadfa378eb1954dd", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36278, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "soft_pair_count": 29, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated; none of the soft pairs look like the same underlying bug or change, so I rejected all candidate duplicates. The strongest standalone issue in the set is 45229 because it has the richest discussion and the clearest bug context.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45229 is the most complete and high-signal bug report in the set, with extensive discussion and a concrete multi-GPU CUDA OOM reproduction.", + "summary": "The cluster is highly heterogeneous: the items span unrelated tokenizer, vision, cache, training, and quantization bugs, so there is no convincing duplicate core. I rejected every soft edge as a false match.", + "confidence": 0.18, + "canonical_issue_reason": "There is no true canonical duplicate target in this set; if one issue must stand in as the representative, issue 45229 is the strongest standalone report because it has the deepest discussion and a concrete, high-impact failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best overall issue candidate because it is specific, well-documented, and has the most diagnostic context.", + "best_issue_reason": "Issue 45229 is the best standalone issue here: it is detailed, user-visible, and well-discussed, making it the most suitable reference point despite the cluster not being a real duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Different problems: MoE load-balancing loss vs D-FINE image loss/AMP crash." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Unrelated Qwen3.5 warning about tie_word_embeddings vs flash-attention generation failure." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token bug is unrelated to ESM2 model breakage." - }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one is unrelated to tokenizer conversion slowdown." + "reason": "Unrelated bugs: sliding-window masking logic vs tokenizer conversion performance regression." }, { "left": "issue:42994", "right": "issue:47312", "accept": false, - "reason": "Quantized model saving failure is unrelated to kernel version incompatibility." + "reason": "Quantized model saving failure is unrelated to a kernels-version compatibility complaint." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Both touch SAM3, but one is a dummy Conv2d concern and the other is a model-type warning; not the same bug." + "reason": "Tokenizer-loading regression in v5 is not the same as a DeepSeek accuracy regression." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to an accuracy regression in DeepSeek-R1." + "reason": "A dummy Conv2d implementation and a model-type mismatch warning are different SAM3 issues." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released in RT-DETR is unrelated to partial-batch result dropping in MaskGenerationPipeline." + "reason": "RT-DETR memory release behavior is unrelated to a mask generation pipeline batching warning." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading failure is unrelated to Gemma4 multi-GPU OOM." + "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are different code paths and failures." }, { "left": "issue:47059", "right": "issue:47429", "accept": false, - "reason": "CLI completion breakage with huggingface_hub is unrelated to tokenizers version pinning." + "reason": "A CLI break with huggingface_hub is unrelated to a tokenizers upper-bound packaging issue." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are not the same defect." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of another issue is not the same as Gemma pipeline roundtrip failure on \u2581." + "reason": "An isolated reproduction of another issue is not enough to show the same Gemma roundtrip failure." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length contract issue is unrelated to LlamaConfig head_dim validation." + "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotations crash is unrelated to static-cache seq-length device-tensor arithmetic." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to a training slowdown regression." + "reason": "Docstring annotation parsing crash and cache seq-length tensor arithmetic are different failures." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids are different code paths." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position-id support are unrelated." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "SigLIP2 nonsensical outputs are unrelated to AutoProcessor missing-backend handling." + "reason": "MLukeTokenizer task crashes do not match a training-time performance regression." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Different warning issues: tie_word_embeddings vs stale num_return_sequences warning." + "reason": "A model-config warning for LoRA fine-tuning is not the same as a paged-generate stale warning." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and missing-vision-backend processor loading are different bugs." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change is unrelated to FP8 checkpoint scale application." + "reason": "AttentionInterface.register behavior changes are unrelated to FP8 frozen-checkpoint loading without weight_scale." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat template list crash is unrelated to XLMRobertaTokenizer Unigram init mismatch." + "reason": "Empty-chat-template indexing and XLMRobertaTokenizer Unigram initialization are different tokenizer issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel branching bug is unrelated to Gemma pipeline token roundtrip failure." + "reason": "torch.compile attention-kernel divergence is unrelated to a Gemma token roundtrip failure." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Missing auxiliary losses in D-FINE is unrelated to deepspeed_sp_compute_loss host synchronization." + "reason": "Missing auxiliary losses in D-FINE is not the same as a host-synchronization issue in DeepSpeed loss computation." }, { "left": "issue:43976", "right": "issue:47429", "accept": false, - "reason": "Python version compatibility regression is unrelated to tokenizers upper-bound packaging issue." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to the training slowdown regression." + "reason": "Python version compatibility and tokenizers dependency bounds are unrelated packaging problems." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat completions API rejection is unrelated to Gemma pipeline roundtrip token handling." + "reason": "Chat-completions API acceptance failure is not the same as the Gemma roundtrip token issue." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." + "reason": "sentence-transformers import NameError is unrelated to a missing decorator in Qwen3.5 kernel registration." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compile/cache behavior, but they describe different failure modes and code paths." + "reason": "Both mention compile behavior, but one is kernel divergence while the other is cache lazy-init recompilation; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint-key mismatch during resume is unrelated to a throughput regression in data filtering." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Training slowdown after upgrade is unrelated to optimizer step being called twice under deepspeed." + "reason": "Data filtering slowdown and double optimizer stepping under DeepSpeed are different training bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy pixel-decoder convolution and a mask pipeline batch flag bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example errors and missing-vision-backend processor loading are different issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch and processor save-pretrained missing files are related only at a broad save API level, not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "A missing vision-encoder attribute in SAM3 video is unrelated to a TimesFM window_size AttributeError." } ] }, @@ -15113,16 +15053,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28282", "issue:30990", "issue:36010", - "issue:39692", "issue:41628", + "issue:42907", "issue:42994", - "issue:43065", "issue:43232", + "issue:43278", "issue:43475", "issue:43482", "issue:43643", @@ -15134,249 +15074,254 @@ "issue:44162", "issue:44188", "issue:44279", - "issue:44297", "issue:44373", "issue:44451", "issue:44623", "issue:44661", "issue:44869", "issue:44871", + "issue:44933", "issue:44945", "issue:44964", "issue:45137", "issue:45230", + "issue:45310", "issue:45356", "issue:45375", "issue:45397", "issue:45478", "issue:45561", "issue:45656", - "issue:46123", "issue:46132", "issue:46326", "issue:46463", - "issue:46726", - "issue:46821", "issue:46851", "issue:46877", "issue:47000", "issue:47059", "issue:47217", - "issue:47429" + "issue:47429", + "issue:47448" ], "soft_pairs": [ - "issue:44297|issue:44623", - "issue:39692|issue:46726", - "issue:43065|issue:46123", - "issue:43475|issue:46821", + "issue:42994|issue:43482", "issue:44964|issue:45137", "issue:43475|issue:43643", - "issue:42994|issue:43482", "issue:43646|issue:44162", "issue:46463|issue:46877", - "issue:45230|issue:45397", "issue:44373|issue:46851", + "issue:42907|issue:47448", + "issue:45230|issue:45397", "issue:44623|issue:45656", "issue:28282|issue:30990", "issue:44871|issue:46132", "issue:43723|issue:46326", "issue:44188|issue:46851", - "issue:46877|issue:47000", "issue:45561|issue:47217", + "issue:46877|issue:47000", "issue:43232|issue:43673", "issue:44451|issue:47429", "issue:44279|issue:47429", - "issue:44038|issue:44623", "issue:44869|issue:45356", - "issue:36010|issue:41628", "issue:45375|issue:45478", + "issue:44038|issue:44623", "issue:44661|issue:47059", - "issue:43873|issue:44945" + "issue:36010|issue:41628", + "issue:43873|issue:44945", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:43278|issue:45137" ], - "prepared_review_unit_hash": "0f7dda074c9894dadba4425d8a8b807e5f66c5a6a395756f617e1d5f042633e6", + "prepared_review_unit_hash": "ea756adcdac0e13a481e7f911576d5eb262a96d495a5bf3f2920da21f3d0c667", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35373, - "estimated_input_tokens": 8844, - "estimated_eval_tokens": 17944 + "serialized_chars": 34641, + "estimated_input_tokens": 8661, + "estimated_eval_tokens": 17578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions and compatibility bugs, with a few broad v5-era breakages around loading, tokenizers/processors, generation, and quantization. I do not see any soft-pair duplicates that look mergeable into one fix.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43646 is the best umbrella candidate: it is broad, v5-specific, and closer to the recurring theme of core model initialization regressions than the more niche or model-specific reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative single issue in the set because it captures a central Transformers 5.0 breakage rather than a narrow model- or docs-specific symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Both involve save_pretrained behavior, but one is tokenizer config naming and the other is processor file emission; different code paths and fixes." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "SigLIP2 documentation example errors and AutoProcessor backend-missing errors are different problems, one in docs/example usage and one in runtime backend detection." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "SAM3 pixel decoder dummy layer behavior is unrelated to MaskGenerationPipeline dropping the last partial batch." - }, + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues. The soft edges are title-similar but usually point to different failure modes, code paths, or model families, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43873 is the best anchor: it is the most active, open, and high-signal report in the set, with inbound references and a concrete bug description. That said, the cluster is heterogeneous and this issue is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone triage target because it is active, well-discussed, and describes a specific reproducible bug rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "A missing Sam3VisionEncoderOutput attribute and a TimesFM window_size AttributeError are unrelated model-specific bugs." + "reason": "One is a quantized model save failure; the other is a GGUF load failure for a specific model family. Similar theme, different operation and code path." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque pop are distinct failures in different subsystems." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are unrelated failures in different subsystems." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing Sam3VisionEncoderOutput fields and AutoConfig trust_remote_code missing fields are not the same underlying bug." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization/load-path issues." + "reason": "Missing output attribute on a SAM 3 vision encoder is not the same bug as missing fields in `AutoConfig.from_pretrained` with `trust_remote_code=True`." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad breakages, but one is custom model initialization on v5 and the other is an ESM2-specific regression; not the same fix." + "reason": "A broad custom-model init regression in Transformers 5.0 is not the same concrete bug as ESM2 being broken." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 decoder validation messaging and auto_docstring stdout diagnostics are unrelated; one is model validation, the other is tooling noise." + "reason": "Incorrect T5 validation messaging and auto_docstring printing diagnostics at import time are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "A placeholder bug report is not the same as a Gemma-4 ZeRO3 from_pretrained regression." + "reason": "A wrong docstring and a runtime failure with variable-length `position_ids` are different issues." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:42907", + "right": "issue:47448", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Wrong docstring text for position_ids is documentation-only, while Qwen3.5 variable-length input failure is a runtime logic bug." + "reason": "A generic bug report does not match a specific `gemma-4` ZeRO3 `from_pretrained` failure." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file emission and deepspeed optimizer double-step behavior are unrelated." + "reason": "Missing files from `processor.save_pretrained(...)` is unrelated to optimizer stepping twice with DeepSpeed." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing import error and Sentence Transformers loading hang have different symptoms and likely different root causes." + "reason": "PyTorch-not-found import error and Sentence Transformers hanging on load are different symptoms and code paths." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config mismatch and AttentionInterface.register behavior changes are not the same code-path problem." + "reason": "An `eos_token_id` config mismatch is not the same as `AttentionInterface.register` changing function behavior." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message with mistral_common tokenizers are separate tokenizer issues." + "reason": "Tokenizer loading failure in v5 and `continue_final_message` on mistral_common tokenizers are different tokenizer bugs." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile branching divergence in attention kernels is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `position_ids` handling in Qwen3.5." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Import-time doc-lint stdout noise is unrelated to RTDetrLoss infeasible cost-matrix crashes." + "reason": "A pytest-xdist file race in testing utils is unrelated to VL image-placeholder parsing failures." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are completely different bugs." + "reason": "Import-time doc-lint output and RTDetr loss infeasibility are not the same bug." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are different generation-path regressions." + "reason": "Both are generation-related, but one is `_update_model_kwargs_for_generation` after `sync_gpus` and the other is missing cache state in chunked prefill; different fixes." }, { "left": "issue:44451", "right": "issue:47429", "accept": false, - "reason": "Loading a specific model and an upper-bound packaging constraint on tokenizers are not the same underlying issue." + "reason": "A model-loading regression for ScandiBERT is not the same as a packaging upper-bound issue on `tokenizers`." }, { "left": "issue:44279", "right": "issue:47429", "accept": false, - "reason": "A generic dependency issue and the tokenizers version bound problem are too different to merge as one fix." + "reason": "A generic dependency issue is too broad and does not match the specific `tokenizers<=0.23.0` constraint bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decoding crash and Kimi-K2.5 tokenizer codec-regression are different tokenizer problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "A missing `deepstack_visual_indexes` field being dropped by strict config handling is not the same as a broader Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/v5 incompatibility and processor save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe breakage in Transformers 5 is unrelated to missing files in `processor.save_pretrained(...)`." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Whisper word timestamp decoding crash and Kimi-K2.5 tokenizer regression affect different tokenization/decoding paths." + "reason": "A model-registration failure in `add-new-model-like` is unrelated to the Hugging Face CLI completion attribute error." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are both import errors, but for different symbols and subsystems." + "reason": "These are both import errors, but for different symbols and modules: `GenerationMixin` versus `AutoImageProcessor`." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Missing deepstack_visual_indexes in a config class and a Qwen3.5 Moe from_pretrained error are related by model family only, not by a shared defect." + "reason": "Quantization offloading failure and incorrect pipeline-parallel LLM output are different code paths and different bugs." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Top-level `AutoImageProcessor` import failure and a missing `image_utils` import are related only loosely; they are not the same concrete missing-symbol bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a load error and the other is a strict-config field-drop issue; not enough evidence they are the same bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "add-new-model-like tokenizer mapping failure and huggingface_hub CLI completion breakage are unrelated integration bugs." + "reason": "Embedding dtype drift between train/eval is unrelated to a DeepSpeed ZeRO3 deque underflow." } ] }, @@ -15398,7 +15343,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:29925", "issue:30333", @@ -15411,12 +15356,12 @@ "issue:42831", "issue:42898", "issue:43232", - "issue:43278", "issue:43479", "issue:43784", "issue:43824", "issue:43976", "issue:44038", + "issue:44060", "issue:44186", "issue:44222", "issue:44351", @@ -15431,9 +15376,8 @@ "issue:45081", "issue:45092", "issue:45103", - "issue:45137", + "issue:45125", "issue:45310", - "issue:45375", "issue:45405", "issue:45406", "issue:45561", @@ -15450,12 +15394,9 @@ "issue:47085" ], "soft_pairs": [ - "issue:41628|issue:44933", - "issue:43278|issue:45137", - "issue:45310|issue:45375", "issue:45081|issue:45103", - "issue:29925|issue:30333", "issue:42371|issue:45092", + "issue:29925|issue:30333", "issue:44857|issue:46877", "issue:45406|issue:46202", "issue:46202|issue:46701", @@ -15465,244 +15406,233 @@ "issue:42175|issue:44933", "issue:44038|issue:45310", "issue:41628|issue:44351", - "issue:44222|issue:45310", "issue:30333|issue:33290", + "issue:44222|issue:45310", "issue:45405|issue:46877", "issue:44743|issue:47068", - "issue:42175|issue:45712", "issue:42898|issue:44568", - "issue:44945|issue:45753", + "issue:42175|issue:45712", "issue:45561|issue:47059", + "issue:44945|issue:45753", "issue:42831|issue:44222", "issue:42898|issue:45812", "issue:44496|issue:45561", "issue:30990|issue:35141", + "issue:44568|issue:47085", "issue:43976|issue:44933", "issue:44843|issue:47085", - "issue:44568|issue:47085", "issue:43479|issue:46829", - "issue:44186|issue:47085" + "issue:44186|issue:47085", + "issue:44060|issue:45125" ], - "prepared_review_unit_hash": "b4c3822ff0dc5b14464dcf8bc8907ecf703bd0339cd2f1bf41288be1a3b73664", + "prepared_review_unit_hash": "5cb9744d660a5c1ca11582e83419ccd5c3061ab9b21fc69f69b67b848de51c97", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37373, - "estimated_input_tokens": 9344, - "estimated_eval_tokens": 18944 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a mostly heterogeneous set of Transformers issues with only superficial lexical similarity; I did not find any soft-edge pair that clearly represents the same underlying bug/change, so no duplicates were accepted.", - "confidence": 0.88, + "summary": "All soft-edge pairs look like false positives. The cluster is a grab-bag of unrelated issue reports across tokenizers, model loading, packaging, training, generation, and test infrastructure, with no pair describing the same concrete bug.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the strongest standalone bug report here: it has a specific failing code path, clear offline-mode impact, and concrete reproducer details. It is still not a good canonical for the whole cluster because the rest are largely unrelated.", + "best_issue_reason": "No single issue is a good canonical representative because the cluster is highly heterogeneous; if forced, the most central-looking item is still not representative of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Different import failures in different modules; no shared code-path or concrete fix target." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Unrelated bugs: embedding dtype regression vs DeepSpeed ZeRO3 deque error." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Same model family, but one is a generic from_pretrained failure and the other is a specific config-field bug; not clearly the same defect." - }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are crashes, but in different utilities and different failure modes; not the same underlying bug." + "reason": "Different code paths: Mistral regex/tokenizer patching vs auto-docstring parsing with future annotations." }, { - "left": "issue:29925", - "right": "issue:30333", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Completely unrelated: tokenizer fast-mode enforcement vs MLFlow reporting after failed training." + "reason": "Unrelated problems: TF32 settings API vs remote-code meta-init incompatibility for InternVL2." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:29925", + "right": "issue:30333", "accept": false, - "reason": "TF32 configuration issue and meta-init incompatibility are different problems." + "reason": "Different domains: tokenizer fast-mode enforcement vs MLflow training-job reporting." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Training-loss crash and docstring import-time logging are unrelated." + "reason": "Different failures: float16/CUDA loss crash vs docstring diagnostics printing at import time." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both involve Gemma, but one is a processor attribute bug and the other is a tokenizer roundtrip issue." + "reason": "Processor import attribute error vs Gemma token roundtrip behavior; not the same bug." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Different pipeline failures with different symptoms and code paths." + "reason": "Both involve Gemma, but one is token roundtrip on \u2581 and the other is an image-text pipeline failure." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE loss behavior vs docstring diagnostics; no overlap in underlying bug." + "reason": "D-FINE auxiliary-loss logic is unrelated to auto_docstring stdout diagnostics." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs sync bug and Janus image-generation test failure are distinct." + "reason": "Generation kwarg sync bug vs Janus image-generation test failure; not the same code-path problem." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated causes." + "reason": "Different import errors for different symbols/models; no shared underlying defect." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue vs missing image_utils import; unrelated." + "reason": "Packaging/backend dependency issue vs a missing import from image_utils." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen area, but different model variants and failure reports; not enough to treat as one concrete bug." + "reason": "Same model family, but different versions and different failures; not mergeable as one fix." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing exports from transformers; no shared defect shown." + "reason": "Different missing exports: AutoImageProcessor vs HybridCache." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 loading error are different bugs." + "reason": "MLflow reporting bug is unrelated to Deepspeed Adafactor OOM." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "MLFlow reporting vs deepspeed OOM are unrelated." + "reason": "FP8 save_pretrained behavior is not the same as Qwen3.5 from_pretrained loading failure." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Dependency version pinning vs docstring import logging are unrelated." + "reason": "Version bump / dependency pinning issue vs docstring import-time logging." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Recurrent-state reset bug and CUDA host-sync conditional are different generation issues." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Dependency packaging issue vs leftover dummy classes leaking into dir(); unrelated." + "reason": "Qwen3.5 recurrent-state reset bug is unrelated to the Deepspeed host-sync concern." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer regressions in v5, but they affect different APIs and different models." + "reason": "Both tokenizer regressions, but one is clean-up-space behavior and the other is missing BOS/EOS insertion." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Pipeline-parallel output corruption and a specific image infinite loop are not the same bug." + "reason": "Torch-only install missing TF backend is different from dummy PT object leakage without torch." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "Test xdist file race and CLI completion attribute error are unrelated test/runtime issues." + "reason": "pytest-xdist file-race bug is unrelated to huggingface_hub CLI compatibility." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption vs Qwen3_5 image infinite loop; different failure modes and code paths." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is accuracy and the other is save_pretrained behavior; different issues." + "reason": "FP8 accuracy issue is distinct from FP8 save_pretrained behavior." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior vs wrong token IDs." + "reason": "Different tokenizer regressions: cleanup-spaces semantics vs wrong token IDs for Granite." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model loading/config error vs xdist race in testing utils; unrelated." + "reason": "Model config import/registration problem vs pytest worker race; unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading stalls and embedding reinitialization are different model/setup bugs." + "reason": "Loading hang for sentence-transformers is unrelated to embedding reinitialization in post_init." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Python-version compatibility issue vs missing import symbol; unrelated." + "reason": "Special-token insertion regression is not the same as tokenizer thread-safety." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Offline-mode Mistral regex patch bug and tokenizer thread-safety regression are different code paths." + "reason": "Python-version compatibility issue vs missing import from image_utils." }, { - "left": "issue:44568", + "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token regression and tokenizer thread-safety regression are not the same defect." + "reason": "Offline model_info call in Mistral regex patch is a different bug from tokenizer thread-safety." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config defaulting bug vs incorrect hidden_states output in classification are unrelated." + "reason": "Config initialization bug vs output container field mix-up; unrelated model components." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2Tokenizer crash and fast-tokenizer thread-safety regression are different bugs." + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to general tokenizer thread-safety." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3-related issues." } ] }, @@ -15724,7 +15654,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:22355", "issue:28282", @@ -15735,6 +15665,7 @@ "issue:42222", "issue:42673", "issue:42796", + "issue:42831", "issue:42898", "issue:43116", "issue:43295", @@ -15743,7 +15674,6 @@ "issue:43723", "issue:43874", "issue:44016", - "issue:44060", "issue:44079", "issue:44190", "issue:44222", @@ -15757,7 +15687,6 @@ "issue:44869", "issue:45092", "issue:45103", - "issue:45125", "issue:45200", "issue:45310", "issue:45405", @@ -15770,21 +15699,21 @@ "issue:46209", "issue:46231", "issue:46431", + "issue:46665", "issue:46693", "issue:46909", "issue:47059", "issue:47085" ], "soft_pairs": [ - "issue:44060|issue:45125", "issue:42673|issue:46693", "issue:42673|issue:43704", - "issue:44623|issue:45310", "issue:39692|issue:46909", + "issue:44623|issue:45310", "issue:43723|issue:44568", + "issue:43479|issue:44079", "issue:30333|issue:34689", "issue:30333|issue:36331", - "issue:43479|issue:44079", "issue:45600|issue:47059", "issue:42898|issue:43295", "issue:42898|issue:44448", @@ -15792,224 +15721,239 @@ "issue:42898|issue:44779", "issue:43479|issue:44869", "issue:44016|issue:46231", - "issue:22355|issue:28282", "issue:46077|issue:46123", + "issue:22355|issue:28282", "issue:42222|issue:45200", "issue:46209|issue:46431", - "issue:44295|issue:45656", "issue:44734|issue:45103", + "issue:44295|issue:45656", "issue:42796|issue:43723", "issue:43874|issue:45092", - "issue:45405|issue:45712", "issue:43116|issue:44190", "issue:44448|issue:46132", - "issue:44222|issue:44297" + "issue:45405|issue:45712", + "issue:43479|issue:46665", + "issue:44222|issue:44297", + "issue:42831|issue:44623", + "issue:44297|issue:45656" ], - "prepared_review_unit_hash": "94dc4ae68a79adf7e6d1d0a267aae48681bd3e6dda1f0d9df38c119d987b34d2", + "prepared_review_unit_hash": "a7977abb003283f5310a8430c173bf6f6701be8cfa94570055a40b1d39f042f3", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "soft_pair_count": 30, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster contains one clear duplicate issue pair: issue:42673 and issue:43704 have the exact same title and describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads. The rest of the soft pairs are thematic overlaps rather than the same underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report of the exact same VRAM-leak bug described again in issue:43704.", + "summary": "Most candidates are unrelated issue reports. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports; everything else is similar only at a broad subsystem level, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the stronger canonical report: it is the original, more discussed Qwen3ForCausalLM VRAM-leak bug with a precise multi-dataloader-thread reproduction, and issue:43704 is the near-exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in the cluster because it matches issue:43704 exactly in title and symptom, and it was created earlier.", + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is a concrete, well-scoped runtime bug with the clearest duplicate relationship and the most discussion/context.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both are Qwen-family model issues, but they describe different failures: tied-weight warnings vs a missing tensor-parallel plan." - }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both concern resource/performance behavior, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 regression. Different bugs." + "reason": "Same family (Qwen3/VRAM/perf), but different symptom and code path: a thread-related VRAM leak versus a long-context FA2 performance regression." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same symptom: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads. Clear duplicate." + "reason": "These are the same Qwen3ForCausalLM VRAM leak report, including the same title and the same multi-dataloader-thread symptom." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "One is about processor.save_pretrained missing files; the other is a from_pretrained error for Qwen3.5 MoE. Related area, not the same bug." + "reason": "Both are broken documentation examples, but they concern different models and different failures." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Both are documentation/example failures, but they involve different examples and different errors." + "reason": "Different problems: missing processor save files versus a from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is an AutoTokenizer loading issue in v5 and the other is missing BOS/EOS addition for a specific tokenizer." + "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading regression and the other is a special-tokens/BOS-EOS behavior bug." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Different subsystems and failure modes: MLflow reporting for failed training vs a model-loading regression for Llama 3.2 Vision." + "reason": "Unrelated core bugs: multimodal config initialization versus ModelOutput key assignment." }, { "left": "issue:30333", - "right": "issue:36331", + "right": "issue:34689", "accept": false, - "reason": "Unrelated issues: MLflow job reporting vs a CustomTrainer.compute_loss signature change." + "reason": "MLflow reporting on failed training jobs is unrelated to a model-loading regression." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Different bugs: multimodal config default initialization vs ModelOutput key assignment when a field was previously None." + "reason": "Training-job reporting and Trainer API signature breakage are different bugs." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Different areas: stale auto_mappings config references vs a CLI failure with huggingface_hub 1.22.0." + "reason": "CI break from removed configs is unrelated to a Hugging Face Hub CLI compatibility failure." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions, but one is about clean_up_tokenization_spaces behavior and the other is processor.tokenizer access/images-to-tokenizer behavior." + "reason": "Both are v5 regressions, but they affect different APIs and behaviors; not the same concrete bug." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "One is a tokenizer cleanup regression, the other is a Pegasus v4/v5 output difference. Not the same bug." + "reason": "Possible overlap in v4/v5 output differences, but one is specifically about clean_up_tokenization_spaces and the other is a Pegasus output regression; too broad to treat as the same bug." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Both involve threading/memory concerns, but one is a Qwen VRAM leak and the other is tokenizer thread-safety. Different underlying problem." + "reason": "Both mention tokenizers/threading, but one is a model VRAM leak and the other is a tokenizer thread-safety regression." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but Deepseek incorrect results and clean_up_tokenization_spaces behavior changes are distinct failures." + "reason": "Different tokenizer regressions: cleanup-space behavior versus DeepSeek tokenization correctness." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Completely different features: multimodal config defaults vs Whisper word-timestamp decoding crash." + "reason": "Different components and failures: multimodal config defaults versus Whisper timestamp decoding crash." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Different documentation problems: a notebook syntax error vs a parameter-name mismatch in set_training docs." + "reason": "Notebook syntax error is unrelated to a documentation mismatch in set_training()." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Both are import-related, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel." + "reason": "Attention mask construction and partial-batch handling are separate pipeline/model bugs." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different code paths: Gemma4 attention-mask construction vs MaskGenerationPipeline final-batch handling." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different multimodal model bugs: broken vitpose models vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Different multimodal/model issues: broken vitpose models versus Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "Different runtime failures: FP8 inference on B200 vs apply_chat_template on a processor without a chat template." + "reason": "FP8 inference on B200 and missing processor chat-template support are unrelated." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Different failures: reading a position_ids buffer vs optimizer.step being called twice with deepspeed." + "reason": "Serve/KV-cache tensor indexing and auto_docstring annotation handling are unrelated bugs." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "One is a transformers serve KV-cache indexing crash; the other is an auto_docstring AttributeError with future annotations." + "reason": "Position_ids buffer access and deepspeed double optimizer stepping are different runtime issues." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is AutoTokenizer.from_pretrained loading in v5." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading in v5 are distinct problems." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different model-specific issues: missing image-patches method in GLM46V processor vs remote-code incompatibility for old InternVL2 checkpoints." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Unrelated maintenance issues: PEFT version pin bump vs leftover dummy classes leaking into repo checks." + "reason": "Missing image-patch helper and remote-code/meta-init incompatibility are different multimodal loading bugs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures: empty multi-label classification results vs inability to load a local dataset." + "reason": "Both involve example scripts, but one is a multi-label classification output bug and the other is dataset loading." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different behavioral changes: Pegasus v4/v5 output mismatch vs AttentionInterface.register altering registered function behavior." + "reason": "A v4/v5 Pegasus output regression and AttentionInterface.register behavior changes are not the same code-path bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unreleased dependency version bump is unrelated to leftover dummy PT classes in the repo." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Multimodal config defaults are unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different save_pretrained bugs: FP8 MoE save issues vs tokenizer_class mismatch in tokenizer_config.json." + "reason": "FP8 save_pretrained/moe behavior and tokenizer_config class mismatch are different serialization bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization mismatch and optimizer double-step behavior are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair conclusion for issue:42673 and issue:43704 is grounded, but the canonical/best-issue rationale overstates the evidence. The packet supports: exact same title, same symptom, and earlier creation time for issue:42673. It does not support \"more discussion/inbound references\" because inbound references are equal (0 vs 0), and \"more complete report\" is not directly evidenced in the packet. The soft-edge verdicts themselves are mostly conservative, but the summary should avoid those unsupported claims." + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:42673 and issue:43704 are the only clear exact-duplicate pair (same title, same bug, earlier/later timestamps, and much higher discussion on 42673). The remaining soft-pair rejections are conservative and consistent with the visible titles and metadata, without overstating overlap." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16025,27 +15969,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:30990", "issue:38175", "issue:41628", "issue:42757", - "issue:42831", "issue:42907", "issue:43122", "issue:43232", "issue:43408", "issue:43475", - "issue:43479", "issue:43504", "issue:43723", + "issue:43986", "issue:44075", "issue:44190", "issue:44222", - "issue:44295", + "issue:44263", "issue:44297", "issue:44327", + "issue:44360", "issue:44373", "issue:44484", "issue:44485", @@ -16057,7 +16001,6 @@ "issue:45245", "issue:45310", "issue:45357", - "issue:45656", "issue:45712", "issue:45834", "issue:46050", @@ -16070,244 +16013,232 @@ "issue:46402", "issue:46424", "issue:46614", - "issue:46665", + "issue:46726", + "issue:46762", "issue:46909", "issue:46932", "issue:47059", "issue:47276" ], "soft_pairs": [ - "issue:43479|issue:46665", - "issue:44297|issue:45656", - "issue:42831|issue:44623", "issue:44075|issue:46231", - "issue:44933|issue:45712", "issue:45245|issue:46132", + "issue:44933|issue:45712", "issue:44222|issue:44623", - "issue:44373|issue:44485", "issue:43723|issue:44977", + "issue:44373|issue:44485", "issue:43232|issue:47276", "issue:44297|issue:45310", "issue:43504|issue:47059", "issue:44327|issue:47059", - "issue:46614|issue:46932", "issue:43122|issue:46209", + "issue:46614|issue:46932", "issue:43475|issue:46305", "issue:41628|issue:42757", "issue:43232|issue:45834", - "issue:30990|issue:38175", "issue:45071|issue:46082", + "issue:30990|issue:38175", "issue:45092|issue:45357", - "issue:44295|issue:44623", "issue:44190|issue:46082", "issue:44222|issue:44484", - "issue:46369|issue:46909", "issue:43232|issue:46424", + "issue:43408|issue:46402", + "issue:46369|issue:46909", + "issue:44360|issue:46762", "issue:42907|issue:46050", - "issue:43408|issue:46402" + "issue:44263|issue:45092", + "issue:43986|issue:46726" ], - "prepared_review_unit_hash": "886ed0b27c8cf8c3a741a04261c0a25107a00c45ab1ca9c8f8c4671fb47e089b", + "prepared_review_unit_hash": "f1d6be3245c0a00f469b14ee2d81ab11653be11810cd6a2775b1a8c9ddab5186", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35733, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "soft_pair_count": 27, + "serialized_chars": 35471, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues spanning tokenization, config validation, serialization, FP8, SAM3, and dependency-compatibility paths. None of the soft pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and the soft links do not indicate a shared underlying bug.", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across loading, saving, generation, tokenization, quantization, docs, and CLI compatibility. The soft pairs are mostly only loosely similar by subsystem, not the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue: the items are not duplicates of one another, and the soft-linked pairs do not share a concrete root cause or fix path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 is the clearest representative bug report: it is concrete, reproducible, and about a specific save_pretrained tokenizer metadata mismatch.", + "best_issue_reason": "If one issue must anchor the cluster, issue #43723 is the broadest user-facing loading regression and is the closest to a reusable triage bucket for nearby model/tokenizer load failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43479", - "right": "issue:46665", - "accept": false, - "reason": "Different problems: Phi4MultimodalConfig default initialization vs from_pretrained behavior inside Python classes." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer save metadata mismatch and optimizer stepping twice in deepspeed are unrelated code paths." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FP8 accuracy regression and missing processor save files are different serialization/compute issues." - }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD args being ignored is a runtime bug; the other is only a doc parameter-name mismatch." + "reason": "Different bugs: optimizer arguments being ignored vs a documentation parameter-name mismatch." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Both mention imports, but one is a missing image_utils export and the other is cleanup of dummy classes." + "reason": "Unrelated: category-limit error in model loading vs AttentionInterface.register behavior change." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Category-count limit error and AttentionInterface.register behavior are unrelated." + "reason": "Both involve imports, but one is a missing image_utils import while the other is leftover dummy PT classes leaking into the namespace." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MOE saving and the other is processor file omission." + "reason": "Different save_pretrained problems: FP8 MOE saving vs processor.save_pretrained omitting files." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Docstring typo for position_ids is unrelated to max_shard_size behavior in save_pretrained." + "reason": "Tokenizer loading failure vs Qwen3.5 generation with flash-attention are different code paths and symptoms." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are different failure modes." + "reason": "Docstring wording for position_ids is not the same issue as a GLM-5 RoPE implementation bug." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Both mention synced_gpus, but one is generation state update logic and the other is a warning message." + "reason": "Generation internals warning/update handling is distinct from a misleading warning message in continuous batching." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_class mismatch and Qwen3.5 MoE from_pretrained error are different bugs." + "reason": "Tokenizer metadata mismatch in save_pretrained is different from a Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "A pretrained model legacy-field loading bug is unrelated to a huggingface_hub CLI incompatibility." + "reason": "Beit pretrained preset loading with a legacy field is unrelated to a huggingface_hub CLI compatibility break." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA span decoding kth-out-of-bounds and CLI _add_completion missing are unrelated." + "reason": "QA decode_spans top-k bounds error is unrelated to the CLI _add_completion attribute error." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are different subsystems." + "reason": "Tokenizer behavior change across versions is not the same as FP8 inference failing on B200 hardware." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Tokenizer regression across versions is unrelated to FP8 inference failure on B200." + "reason": "Different problems: stale phonemizer language state vs Gemma4 dtype casting for quantized embedders." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing SAM3 vision encoder attribute and MoonshineStreaming off-by-one are different code paths." + "reason": "SAM3 vision encoder attribute missing is unrelated to MoonshineStreaming sliding-window off-by-one logic." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Two separate import errors for different symbols and dependencies; not the same underlying fix." + "reason": "Both are import errors, but they involve different symbols and different dependency breakages." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation sync_gpus state handling and Kosmos2.5 OCR index error are unrelated." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Sentence Transformers loading hang and siglip2 zero probabilities are different model-specific issues." + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index overflow." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking break and LlamaConfig head_dim validation are distinct config bugs." + "reason": "Type-checking break in PretrainedConfig is not the same root cause as LlamaConfig rejecting explicit head_dim." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Remote-code meta-init incompatibility and Qwen3.5 visual-key saving regression are not the same bug." + "reason": "SentenceTransformer loading hang and zero probabilities from a SigLIP2 model are distinct model-specific failures." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Buffer access error for position_ids and processor.save_pretrained missing files are unrelated." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same issue as incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MOE save bug and the 50GB max_shard_size question are not the same issue." + "reason": "FP8 save_pretrained MOE bug is unrelated to the default max_shard_size value question." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "SAM3 memory overflow and a broken DIA documentation example are unrelated." + "reason": "Generation bookkeeping after sync_gpus is distinct from cache max_cache_length handling." }, { - "left": "issue:45071", - "right": "issue:45092", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Both are v5 migration issues, but one is type-checking and the other is remote-code checkpoint meta initialization." + "reason": "Model-type warning mismatch for sam3_tracker vs sam3_video is not the same as Sam3Model text-encoder weights not loading." }, { - "left": "issue:44295", - "right": "issue:46424", + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "position_ids buffer read failure and cache max_cache_length semantics are unrelated." + "reason": "DSA indexer ReLU discussion is not the same as numerical discrepancies in Minimax MSA attention." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized model save failure and sinq save/load breakage are both serialization-related, but for different quantization paths and symptoms." + "reason": "Dequantized model save failure for Ministrals/Devstrals is unrelated to sinq quantized model round-trip breakage." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in a MoE indexer are unrelated to old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "SAM3 tracker warning and SAM3 text-encoder weights not loading are different model-loading problems." + "reason": "AutoProcessor crash without torchvision and unrecognized image processor errors are different missing-backend/error-path issues." } ] }, @@ -16329,7 +16260,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:22355", "issue:27957", @@ -16356,10 +16287,12 @@ "issue:44261", "issue:44263", "issue:44279", + "issue:44295", "issue:44360", "issue:44373", "issue:44483", "issue:44568", + "issue:44623", "issue:44829", "issue:44964", "issue:45092", @@ -16374,259 +16307,243 @@ "issue:46328", "issue:46369", "issue:46655", - "issue:46726", - "issue:46762", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ - "issue:43986|issue:46726", - "issue:44360|issue:46762", - "issue:44263|issue:45092", + "issue:44295|issue:44623", "issue:45381|issue:46305", - "issue:44263|issue:44373", "issue:44279|issue:46328", + "issue:44263|issue:44373", "issue:22355|issue:27957", - "issue:41628|issue:43824", "issue:46305|issue:46655", "issue:43784|issue:45600", + "issue:41628|issue:43824", "issue:22355|issue:28218", - "issue:42831|issue:45310", "issue:44483|issue:45406", + "issue:42831|issue:45310", "issue:43576|issue:43784", - "issue:44964|issue:47059", "issue:43756|issue:44060", - "issue:42831|issue:44038", - "issue:44188|issue:44373", + "issue:44964|issue:47059", "issue:44261|issue:45092", "issue:44263|issue:44360", + "issue:44188|issue:44373", + "issue:42831|issue:44038", "issue:44829|issue:46002", "issue:43986|issue:47217", "issue:43644|issue:46305", "issue:42796|issue:43122", "issue:42831|issue:45753", - "issue:43540|issue:46909", "issue:39401|issue:44568", + "issue:43540|issue:46909", "issue:43408|issue:46369", "issue:45381|issue:46909", "issue:42886|issue:43066", "issue:39379|issue:46172" ], - "prepared_review_unit_hash": "249533a50a3de758b398d23cb098a37545b262c1f7dd343012b3c00c77dd373d", + "prepared_review_unit_hash": "56989e8bb33b3ba88b95c36a12757f43c91ca14a2a4b5dd70c6797a35bc58f98", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 29, + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are only loosely similar tokenizer/vision/model regression reports, with no clear same-bug duplicate pair. The closest matches still differ in concrete code path or model/component, so I would not merge any of the soft edges.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 43122 is the broadest version-level tokenizer regression in the set and the best representative of the tokenizer subtheme, though the cluster overall is too mixed for a strong canonical choice.", + "summary": "The cluster is highly heterogeneous: most pairs are superficially similar only at the subsystem level (tokenizers, VL models, buffering, API/import regressions) but do not describe the same concrete bug. I would not merge any soft pair as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43122 is the broadest tokenizer-regression report and the closest fit to the largest repeated theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the most general and reusable issue title among the tokenizer-related reports; it best captures a family of tokenization regressions, even if this cluster is not a clean duplicate set.", + "best_issue_reason": "Issue 43122 is the best representative because it describes a general tokenizer behavior change across versions, which is broader than the more model-specific or symptom-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:46726", - "accept": false, - "reason": "Both are AutoProcessor/vision-backend failures, but they describe different missing-backend behaviors and different error paths." - }, - { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "Different bugs: one is a missing ReLU in the DSA indexer, the other is numerical divergence in MSA attention." - }, - { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Unrelated code paths: torch.split behavior in GlmMoeDsaIndexer vs remote-code/meta-init incompatibility in InternVL2." + "reason": "Different bugs: buffer access/read failure vs processor save_pretrained missing files." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both involve video processing, but one is wrong vision_position_ids and the other is a sliding-window mask off-by-one." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "A runtime tensor-splitting bug and a docstring issue are not the same underlying bug." + "reason": "Both are sequence/vision masking issues, but they affect different models and different code paths." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue vs a padding performance inefficiency; not the same defect." + "reason": "Dependency complaint vs padding performance inefficiency; unrelated failure modes." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Different import/model issues: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + "reason": "Different issue types: DSA indexer return handling vs a wrong docstring for position_ids." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports/code paths." + "reason": "Completely different topics: missing transformers.onnx module vs Flash Attention 2 support for XLMRoberta." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is a mask off-by-one and the other is a padding-calculation error." + "reason": "Different video-processing bugs with different symptoms and code paths." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different failures: missing nn import in sentence-transformers integration vs stale auto_mappings references to removed configs." + "reason": "Import NameError in sentence-transformers integration vs auto_mappings referencing removed configs." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Different tokenizer/module problems; one is a missing module import, the other is an extra-space tokenization bug." + "reason": "Both are import errors, but for different symbols and likely different root causes." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Both mention model/precision regressions, but the concrete failures and affected components differ." + "reason": "Unrelated: missing onnx module vs tokenizer adds an extra space after an added token." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling is unrelated to Gemma4Processor's missing _tokenizer crash." + "reason": "API request rejection in chat/completions vs Gemma4Processor missing _tokenizer attribute." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "CLI env command breakage and an import-time NameError are distinct failures." + "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 MoE from_pretrained error; not the same bug." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Model loading failure and CLI test failure with huggingface_hub are different issues." + "reason": "CLI env command regression vs import-time NameError in a different package path." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are separate model-specific bugs." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as the Qwen3-VL-Moe bug." + "reason": "Different model-specific mistakes: RoPE layer dropping vs tied-weights warning across Qwen3-Next." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "Attention-kernel divergence and a wrong docstring are not the same bug." + "reason": "Model loading failure vs huggingface_hub CLI test breakage; unrelated components." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different problems: missing rms_norm_eps in MLA q_a_layernorm vs meta-init incompatibility for old InternVL2 checkpoints." + "reason": "MLA layer epsilon precision issue vs remote-code/meta-init incompatibility; different root causes." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same model family, but different functions and symptoms; not one underlying defect." + "reason": "Both mention DSA, but one is torch.split return values and the other is a missing ReLU; not the same fix." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile vs docstring error; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; different subsystems and symptoms." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training instability under flash_attention_3 and NaNs after checkout/init are not the same concrete bug." + "reason": "Degenerate training with flash_attention_3 vs NaNs after checkout/init; not the same concrete bug." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both are VL/processor issues, but one is about missing torchvision during loading and the other about image placeholders in user text." + "reason": "Missing torchvision crash on load vs VL image-placeholder handling in user text; different code paths." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization junk and a video mask off-by-one are unrelated." + "reason": "Non-persistent buffer initialization junk vs sliding-window off-by-one; unrelated behavior." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling and broader v4-to-v5 tokenization differences are related only at a high level, not the same bug." + "reason": "Both involve tokenizer behavior, but one is model-specific BPE marker handling and the other is a version-wide tokenization change." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Precision/accuracy issue and an infinite-loop image-triggered bug are different failure modes." + "reason": "Accuracy issue in FP8 vs infinite loop on a specific image; unrelated symptoms." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Qwen3OmniMoe video-input processing failure is unrelated to a broken documentation example." + "reason": "Both are tokenizer correctness bugs, but for different models and different outputs (offset mapping vs special tokens)." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer defects." + "reason": "Video-input processing error vs broken documentation example; not the same underlying bug." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type warning on instantiation and memory overflow in sam3-litetext are not the same issue." + "reason": "Model-type warning mismatch vs memory overflow in a different SAM3 model." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A multimodal video-position bug and a docs example bug do not share the same underlying fix." + "reason": "VL video position_ids bug vs documentation example issue; unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are separate tokenizer-related regressions." + "reason": "Cache/offline loading failure vs wrong tokenizer decoder type in v5; different failure modes." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different tensor/masking bugs in different models; too far apart to be duplicates." + "reason": "Incorrect mllama mask handling vs deepseek-v4 tensor transpose issue; different code paths." } ] }, @@ -16648,7 +16565,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:22355", "issue:27957", @@ -16671,7 +16588,6 @@ "issue:43646", "issue:43824", "issue:43906", - "issue:43937", "issue:43976", "issue:44038", "issue:44117", @@ -16680,6 +16596,8 @@ "issue:44295", "issue:44297", "issue:44351", + "issue:44360", + "issue:44485", "issue:44488", "issue:44521", "issue:44625", @@ -16700,255 +16618,258 @@ ], "soft_pairs": [ "issue:42886|issue:42994", - "issue:27957|issue:30990", "issue:42757|issue:45278", + "issue:27957|issue:30990", "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:43329|issue:47059", "issue:43122|issue:46326", "issue:44625|issue:44829", - "issue:44295|issue:44297", "issue:22355|issue:29159", "issue:42907|issue:44964", - "issue:44117|issue:44704", "issue:39401|issue:44521", + "issue:44295|issue:44297", + "issue:44117|issue:44704", "issue:41628|issue:45278", "issue:39401|issue:44488", "issue:42907|issue:44945", "issue:43976|issue:44945", "issue:43122|issue:44521", "issue:44704|issue:45290", - "issue:42907|issue:43452", "issue:43408|issue:43475", "issue:42371|issue:44263", + "issue:42907|issue:43452", "issue:43824|issue:44351", - "issue:42907|issue:43937", "issue:44038|issue:44297", "issue:43116|issue:45200", "issue:45216|issue:45478", "issue:44038|issue:44295", - "issue:44038|issue:44222", + "issue:43122|issue:43906", + "issue:44360|issue:44485", "issue:44995|issue:46697", - "issue:43122|issue:43906" + "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "3cd174b84293227eed160d6229b2b0da048469d4cc85d71a7b1d0d23dd627e0e", + "prepared_review_unit_hash": "5f24978d9c1b47f42335a6d922878e1f030a675ff83f92e3979bd014fb44b02f", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36036, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "serialized_chars": 36575, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are clearly unrelated issues spanning different models, features, and failure modes. The only plausible duplicate-like pair is the Qwen3.5 save/load regression around transformers 5.4.0, which appears to describe the same underlying serialization bug from two directions.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45216 is the strongest representative issue here: it describes a concrete, version-bounded Qwen3.5 regression in save/load behavior and is the clearest root-cause-style report among the only plausible duplicate pair.", + "summary": "This set is heterogeneous. Most apparent overlaps are only broad topical similarity (imports, tokenizers, save/load regressions) rather than the same concrete bug, so nearly all soft edges should be rejected.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style regression here (\u201cmany import errors after update\u201d), making it the most reasonable cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best standalone issue candidate because it is specific, reproducible, and tied to a clear regression boundary (since 5.4.0).", + "best_issue_reason": "issue:45278 is the most representative high-level issue in this mixed set, but it is still not a true duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Both involve saving/loading, but one is tokenizer cache loading offline and the other is quantized model saving; different code paths and failure modes." + "reason": "Offline tokenizer cache loading and quantized model saving are different failure modes and code paths." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs Sentence Transformers getting stuck while loading." + "reason": "Both involve imports, but one is a specific missing symbol while the other is a broad post-upgrade import-error report." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "The second is a broad post-upgrade import-error report, not the same concrete missing symbol bug as is_offline_mode." + "reason": "Flash Attention 2 on XLMRoberta is unrelated to a sentence-transformers loading hang." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are distinct bugs with different symptoms." + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang for Sentence Transformers and a MacOS bus error on a CLIP model are unrelated failures." + "reason": "A loading hang and a MacOS bus error with CLIP are not the same underlying defect." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Multimodal token counting bug vs CLI incompatibility with huggingface_hub; different subsystems entirely." + "reason": "A multimodal token-counting bug and a CLI/huggingface_hub compatibility error are unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is an offset/differences regression and the other is a mistral_common chat-template bug." + "reason": "Tokenizer output changes across versions and mistral_common final-message handling are different tokenizer issues." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated issues." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "One is a position_ids buffer/read problem, the other is tokenizer_class metadata written by save_pretrained." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated problems." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx import and slow/fast tokenizer inconsistency are different topics." + "reason": "Missing transformers.onnx import and slow/fast tokenizer inconsistency do not share a concrete fix." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized/dequantized model saving and loading a multimodal Phi model are unrelated." + "reason": "Dequantized model saving and loading phi multimodal models are different code paths." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file affect different layers of the loading stack." + "reason": "Wrong offset_mapping and zero assistant_masks are distinct tokenizer/template bugs." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and saving the tokenizer_class metadata are separate save/load issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Wrong offset_mapping and zero assistant_masks in multimodal chat templates are different tokenizer behaviors." + "reason": "Tokenizer mapping defaults and AutoProcessor cached_file kwargs handling are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad upgrade regression, not the same specific AutoImageProcessor import failure." + "reason": "AutoImageProcessor import failure is one specific import issue, not the same concrete bug as the broad upgrade regression." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Offset mapping bugs and failure to load a specific tokenizer are unrelated." + "reason": "Both are tokenizer-related, but wrong offset_mapping is not the same as failing to load a specific model." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model save failure and incorrect LLM output under pipeline parallelism do not share the same code path." + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are different failures." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output corruption are different bugs." + "reason": "Python-version compatibility and pipeline-parallel output correctness are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "General tokenization differences versus multimodal assistant mask generation are not the same underlying bug." + "reason": "Tokenization differences across versions and multimodal assistant-mask generation are not the same bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file forwarding and apply_chat_template crashing on tool-call messages are distinct issues." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized model saving and gguf_file loading regressions are separate features and failure modes." + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are distinct apply_chat_template/processor issues." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both mention SAM 3 video, but one is a model-type warning and the other is a missing attribute during vision encoder output handling; not the same bug." + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are different SAM 3 video problems." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning and GlmMoeDsa torch.split behavior are unrelated." + "reason": "TF32 API deprecation guidance and a torch.split indexer bug are unrelated." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Quantized/dequantized save failure and gguf_file loading failures are different from_pretrained/save_pretrained paths." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Quantized save failure and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Both are import errors, but they concern different missing symbols and likely different dependency/version breaks." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe compatibility and tokenizer_class metadata mismatch are separate problems." + "reason": "Qwen3-VL-Moe behavior and tokenizer save_pretrained metadata mismatch are not the same bug." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label classification behavior and Gemma 4 mm_token_type_ids defaults are different concerns." + "reason": "Empty multi-label classification outputs and Gemma 4 mm_token_type_ids handling are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained checkpoint corruption and from_pretrained loading errors for Qwen3.5 are related but not the same concrete code path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and a registered-buffer read issue do not match." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-version differences and an isolated reproduction of another issue are not enough to call duplicates." }, { - "left": "issue:45216", - "right": "issue:45478", - "accept": true, - "reason": "Both are Qwen3.5 regressions tied to transformers 5.4.0+ save/load behavior; one reports an incorrect saved checkpoint and the other a from_pretrained failure, which plausibly share the same underlying serialization/config bug." - }, - { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-Moe version breakage and a position_ids buffer access issue are unrelated." + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model-internal topics." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward pass and Swin2SR over-padding are different model-specific bugs." + "reason": "A second-forward cache bug in GlmMoeDsa and Swin2SR over-padding are unrelated." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "A tokenization regression and a reproduction of an unrelated external issue are not the same bug." + "reason": "Both mention MoE and save_pretrained, but the titles point to different model families and failure modes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:45216 is indeed the clearest version-bounded Qwen3.5 save/load regression candidate by title, and the only accepted soft-edge pair (45216/45478) is a conservative same-area match rather than an overreach. The remaining verdicts are appropriately cautious and the reasons stay within the evidence provided by the titles." - }, - "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 }, @@ -16963,7 +16884,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:22355", "issue:28348", @@ -16984,20 +16905,21 @@ "issue:43493", "issue:43611", "issue:43976", + "issue:44075", "issue:44188", "issue:44351", - "issue:44360", "issue:44483", - "issue:44485", "issue:44610", "issue:44625", "issue:44779", + "issue:44936", "issue:44938", "issue:44945", "issue:45072", "issue:45083", "issue:45278", "issue:45357", + "issue:45362", "issue:45446", "issue:45478", "issue:45753", @@ -17014,7 +16936,6 @@ "issue:47312" ], "soft_pairs": [ - "issue:44360|issue:44485", "issue:43278|issue:44945", "issue:22355|issue:29127", "issue:46172|issue:46762", @@ -17022,216 +16943,227 @@ "issue:28348|issue:46640", "issue:42222|issue:47312", "issue:39379|issue:43232", - "issue:43493|issue:45753", "issue:39401|issue:46614", + "issue:43493|issue:45753", "issue:42757|issue:44351", "issue:44188|issue:46328", - "issue:42673|issue:45072", "issue:36296|issue:43116", + "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:46231|issue:46877", "issue:44483|issue:47217", "issue:42898|issue:46614", - "issue:43976|issue:45446", "issue:44625|issue:46002", + "issue:43976|issue:45446", "issue:44610|issue:46909", "issue:45083|issue:45446", "issue:43611|issue:46002", "issue:38617|issue:45278", "issue:43116|issue:43493", - "issue:43066|issue:44779" + "issue:43066|issue:44779", + "issue:44075|issue:44936", + "issue:45362|issue:45478" ], - "prepared_review_unit_hash": "0f15dc0c3e0d87950a575ef5ed0f2a01babc582ba4215787f7ae839357985066", + "prepared_review_unit_hash": "a81c52f7fe1362b8d52fd88bad4aea1aef631f2a2bd735e32a00677fab29ed21", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34379, - "estimated_input_tokens": 8595, - "estimated_eval_tokens": 17446 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35213, + "estimated_input_tokens": 8804, + "estimated_eval_tokens": 17864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of unrelated bugs, regressions, and docs/import issues. None of the soft pairs look like the same underlying change or bug, so I reject all soft edges. The broadest issue is the multi-import-regression report, which is the best umbrella representative here.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-style report in the set ('many import errors after update'), making it the best canonical issue candidate among otherwise unrelated reports.", + "summary": "Most pairs are only loosely related by subsystem or version and should not be deduplicated. The only plausible duplicate is the broad import-regression report 45278 and the specific missing-symbol report 38617.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the best canonical issue because it is the broad umbrella regression report; 38617 looks like a specific manifestation of the same import-export breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and reusable problem statement in the cluster; it can serve as the closest thing to a representative issue even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45278 is the most representative and useful tracking issue among the set: it describes the wider version-upgrade import regression rather than one narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "Unrelated topics: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." - }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different bug classes: dtype drift between train/eval vs incorrect output under pipeline parallelism." + "reason": "Different failures: BF16/FP32 dtype drift in evaluation vs incorrect output under pipeline parallelism." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Import failure for transformers.onnx is unrelated to LayoutLMv3 box-content error messaging." + "reason": "Unrelated: missing transformers.onnx module vs LayoutLMv3 box-validation error messaging." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different models and failure modes: Deepseek-v4 tensor expression vs Minimax attention numerical mismatch." + "reason": "Different model families and bugs: DeepSeek-v4 tensor operation issue vs Minimax attention numerical drift." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are environment/runtime problems, but one is missing TensorFlow from install extras and the other is a Python 3.14 load failure; not the same bug." + "reason": "Both are import/platform problems, but one is backend dependency packaging and the other is Python 3.14 loading compatibility." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Both mention flash attention 2, but one is a GPT-2 support request and the other is an unspecified issue; too vague to merge as the same bug." + "reason": "Same broad flash-attention theme, but one is a GPT-2 feature request and the other is an unspecified issue; not the same bug." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "Vitpose model breakage is unrelated to kernel compatibility with 0.16." + "reason": "Unrelated: broken VitPose models vs kernel-compatibility issue." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Mllama masking logic and generation kwargs after sync_gpus are separate code paths." + "reason": "Different code paths: Mllama mask handling vs generation kwargs after sync_gpus." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Different models and symptoms: SigLIP2 JAX parity mismatch vs Qwen3_5 image-triggered infinite loop." + "reason": "Both involve tokenization-like behavior, but one is offset mapping and the other is phonemizer backend state; different bugs." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Tokenizer offset mapping bug is unrelated to stale espeak backend language state in Wav2Vec2PhonemeCTCTokenizer." + "reason": "Different failures in Qwen3.5-family models: SigLIP2 implementation mismatch vs infinite loop on a specific image." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages; not the same concrete failure." + "reason": "Both are import errors, but they are for different missing symbols from different packages." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + "reason": "Attention-kernel divergence under torch.compile is unrelated to feature-extractor padding performance." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatches in inference tests." + "reason": "Tensor-parallel training bug vs example-script multi-label classification output issue are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Tensor-parallel training bug and empty multi-label results in an example script are different behaviors with no concrete shared code path." + "reason": "Different symptoms and subsystems: VRAM leak in Qwen3ForCausalLM threading vs dtype mismatch in inference." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; too different to be duplicates." + "reason": "Same model family, but save_pretrained key serialization and from_pretrained loading failure are distinct problems." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter name mismatch is unrelated to auto_docstring printing diagnostics at import time." + "reason": "Documentation parameter-name mismatch vs import-time stdout diagnostics; not the same issue." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Chat completions request rejection is not the same as VL models failing on image placeholders in user text." + "reason": "Chat-completions request rejection is unrelated to VL image-placeholder handling." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior in v5 is unrelated to stale phonemizer backend language switching." + "reason": "Tokenization-space cleanup behavior change vs phonemizer language state bug are different areas." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both are version-compatibility checks, but they concern different runtimes and different import sites." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Configuration propagation bug in Qwen3.5 is unrelated to NaNs in classification heads after checkout/init." + "reason": "General Python version support regression vs a specific PyTorch version check bug; not the same code path." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch is unrelated to a broken documentation example." + "reason": "Processor/image-size mismatch is unrelated to a broken documentation example." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper output-length logic in qwen3_omni_moe is unrelated to a PyTorch version gate for flex_attention." + "reason": "Qwen3 Omni MoE feature-length helper behavior is unrelated to AuxRequest import gating." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model-prefix loading regression and NaNs in classification heads are not the same failure." + "reason": "Base-model-prefix loading regression vs NaNs after checkout/init are unrelated." }, { "left": "issue:38617", "right": "issue:45278", - "accept": false, - "reason": "The latter is a broad umbrella of many import regressions; the former is one specific missing symbol and not clearly the same bug." + "accept": true, + "reason": "Both point to the same broad import regression after upgrade; 45278 is the umbrella report and 38617 is a concrete missing-symbol instance." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script classification output issue is unrelated to SigLIP2 implementation parity." + "reason": "Multi-label example-script output issue is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers and v5 regressions, but one is decoder-type selection and the other is Deepseek output correctness; not enough evidence they are the same bug." + "reason": "Both mention tokenizer regressions in v5, but the concrete failures and affected models differ." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer evaluate/train interaction are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but chat crashes and from_pretrained errors are different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate call on issue:45278 / issue:38617 is plausible from the titles, and the other soft-edge verdicts avoid overclaiming beyond the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17246,7 +17178,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:33453", "issue:39379", @@ -17269,23 +17201,23 @@ "issue:43874", "issue:43937", "issue:43992", - "issue:44075", "issue:44117", "issue:44291", "issue:44355", + "issue:44380", + "issue:44466", "issue:44485", "issue:44704", - "issue:44936", "issue:45071", "issue:45081", "issue:45092", "issue:45341", - "issue:45362", "issue:45405", "issue:45446", - "issue:45478", "issue:45563", "issue:45588", + "issue:46002", + "issue:46077", "issue:46231", "issue:46328", "issue:46710", @@ -17298,13 +17230,11 @@ "issue:47116" ], "soft_pairs": [ - "issue:44075|issue:44936", - "issue:45362|issue:45478", "issue:43937|issue:44485", "issue:42673|issue:42796", "issue:43066|issue:46710", - "issue:46726|issue:46981", "issue:44355|issue:46231", + "issue:46726|issue:46981", "issue:43618|issue:46829", "issue:43116|issue:43825", "issue:42371|issue:43874", @@ -17312,8 +17242,8 @@ "issue:43992|issue:44704", "issue:45405|issue:45446", "issue:44117|issue:45588", - "issue:43824|issue:46981", "issue:44291|issue:45071", + "issue:43824|issue:46981", "issue:39379|issue:43688", "issue:46328|issue:47116", "issue:44117|issue:45081", @@ -17323,199 +17253,201 @@ "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:42617|issue:45341", - "issue:42222|issue:47000", - "issue:45092|issue:46762" + "issue:45092|issue:46762", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:42222|issue:47000" ], - "prepared_review_unit_hash": "fb6288bf0bcd4d785168287fa355dfc337abaccea3a49ff5955774daa22e0c89", + "prepared_review_unit_hash": "bb243db6dfc7e6d3bf3434c32a4f06b537107180327694bd4054b3c6b1dddfe0", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35627, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs are only loosely related by broad areas like tokenizers, v5 regressions, or model loading, but they do not describe the same underlying bug or change.", - "confidence": 0.27, - "canonical_issue_reason": "No single true canonical duplicate stands out; issue:44117 is only the best broad representative because it concerns a generic from_pretrained/tokenizer-loading assumption, while most others are model-specific or unrelated.", + "summary": "This cluster is a loose grab bag of mostly unrelated Transformer issues, with many tokenizer/loading bugs mixed in with model-specific training, attention, API, and docs regressions. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44117 is the broadest and most representative of the tokenizer-loading failures in this set, but the cluster is heterogeneous overall.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44117 is the most reusable cluster anchor: it targets a core tokenizer-loading path and is broader than the other mostly narrow, model-specific reports.", + "best_issue_reason": "issue:44117 is the best single representative because it describes a generic from_pretrained/tokenizer mapping failure rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Different failures in different training/eval paths: unused SGD args vs evaluate() breaking after train()." - }, - { - "left": "issue:45362", - "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a from_pretrained MoE loading error; not the same bug." - }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "One is invalid GenerationConfig handling, the other is RoPE implementation discussion; separate GLM-5 issues." + "reason": "Both are GLM-5 related, but one is a GenerationConfig validation failure and the other is a RoPE implementation discussion; different code paths." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading vs tokenizer BPE marker handling; unrelated subsystems." + "reason": "VRAM leak in dataloader threading versus tokenizer BPE marker handling; unrelated subsystems and symptoms." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder type regression and an accuracy regression in a specific model are not the same code-path problem." + "reason": "Wrong tokenizer decoder type is a loading/serialization bug, while the other is a broad accuracy regression after upgrade." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "AutoProcessor missing-vision-backend error and repeated HTTP 429 retries are different loading/network behaviors." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same bug." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Compiled Python file errors and a set_training() docs parameter mismatch are unrelated." + "reason": "One is missing vision-backend handling in AutoProcessor; the other is repeated HTTP 429 retries during config fetching." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but they affect different model heads and different output objects; not one duplicate bug." + "reason": "Different output-field bugs in different model classes; not the same underlying issue." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label empty results and a pipeline() error message about translation support are distinct issues." + "reason": "Example-script multi-label behavior and pipeline task-support messaging are different problems." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API-setting guidance and a missing image-patch method in GLM46V are unrelated." + "reason": "TF32 API guidance versus a missing image-patch method; no shared code-path bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version-check bug in flex_attention are different kinds of defects." + "reason": "Docs still referencing pipeline and a PyTorch version guard bug are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained, but one misses model weights and the other fails to forward kwargs to cached_file." + "reason": "Missing encoder weights in UMT5 versus incomplete kwargs forwarding in AutoProcessor; different failures." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump to an unreleased PEFT version is unrelated to a flex_attention import/version check." + "reason": "A dependency version bump issue versus a backend import version check; not duplicates." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and a flash_attention crash on s_aux=None are separate bugs in different paths." + "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None are different tokenizer/attention bugs." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Importing a missing model class and retry behavior on 429 responses are unrelated." + "reason": "Both touch v5 loading/type issues, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; not the same bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Both are v5 loading-related, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; not the same fix." + "reason": "An import error for a VL model and an HTTP retry behavior problem are unrelated." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling and MoE auxiliary-loss normalization are different model-specific math bugs." + "reason": "Incorrect MLLama masking and auxiliary-loss normalization are different model-training bugs." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "A SequenceFeatureExtractor.pad performance issue is unrelated to a streaming pipeline regression." + "reason": "Padding performance overhead versus a streaming pipeline regression; too far apart." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping fallback and Mistral regex patch crashes involve different tokenizer code paths." + "reason": "Both are tokenizer-loading related, but one is a None mapping assumption and the other is a Mistral regex/backend_tokenizer crash; different root causes." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is offset_mapping for Qwen3; not the same underlying defect." + "reason": "Generic tokenizer loading regression versus Qwen3 offset_mapping correctness; not the same issue." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and feature extractor padding performance are unrelated." + "reason": "Generation cache missing during chunked prefill and sequence padding inefficiency are unrelated." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are not the same issue, even if both affect training." + "reason": "Different model families and different training bugs; only a vague pattern match." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "FSDP/PEFT optimizer-state corruption and missing generation cache are distinct v5 regressions." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid generation config and a stale warning for num_return_sequences are separate generation issues." + "reason": "GenerationConfig invalid and stale num_return_sequences warning are different generation issues." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure and a small testing_utils bug do not share an underlying cause." + "reason": "Running a specific parallel script and a small testing_utils bug are unrelated." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix errors are unrelated model failures." + "reason": "Meta-initialization incompatibility for remote-code checkpoints versus numerical differences in attention implementation." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT2 attention scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional-mask construction." + }, + { + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints and Minimax attention numerical drift are different problems." + "reason": "VitPose model loading breakage and RTDetrLoss infeasible cost matrix are unrelated." } ] }, @@ -17537,15 +17469,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:38617", "issue:39379", "issue:39401", "issue:41628", "issue:42222", + "issue:42371", + "issue:42831", "issue:43097", "issue:43122", + "issue:43208", "issue:43408", "issue:43421", "issue:43441", @@ -17554,10 +17489,9 @@ "issue:43937", "issue:43986", "issue:44220", + "issue:44261", "issue:44263", - "issue:44380", "issue:44410", - "issue:44466", "issue:44483", "issue:44493", "issue:44496", @@ -17575,8 +17509,6 @@ "issue:45464", "issue:45561", "issue:45632", - "issue:46002", - "issue:46077", "issue:46231", "issue:46298", "issue:46328", @@ -17589,12 +17521,10 @@ "issue:47110" ], "soft_pairs": [ - "issue:44466|issue:46002", - "issue:44380|issue:46077", - "issue:43408|issue:43742", "issue:43937|issue:44977", - "issue:43450|issue:43986", + "issue:43408|issue:43742", "issue:42222|issue:43441", + "issue:43450|issue:43986", "issue:39379|issue:46897", "issue:45071|issue:46512", "issue:42222|issue:46752", @@ -17609,204 +17539,220 @@ "issue:45341|issue:46328", "issue:39401|issue:43421", "issue:44483|issue:45464", + "issue:44704|issue:47110", "issue:38617|issue:41628", - "issue:38617|issue:44220", "issue:43937|issue:44496", - "issue:44704|issue:47110", "issue:43122|issue:46298", + "issue:38617|issue:44220", "issue:44964|issue:45278", - "issue:43097|issue:44493" + "issue:42371|issue:44261", + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:43208|issue:46897" ], - "prepared_review_unit_hash": "e7c9e3d840222e644bab457bfe24b9a758e0bf0e0d2a172bf43e75548662f5aa", + "prepared_review_unit_hash": "a1e580bdcfb1d38729ecf12e799c6c63074954fe2edca87c2eacb38cd296d922", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35610, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "soft_pair_count": 29, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenization, model-loading, config, processor, API, and training bugs. The soft links mostly reflect broad transformer-v5 regression wording or shared subsystem names, not the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a true duplicate of the whole cluster; if forced to pick an umbrella, issue:45278 is the broadest regression report, but it still only loosely covers a subset of the import/load failures.", + "summary": "This set is mostly a grab-bag of unrelated Transformers bugs (imports, tokenizers, vision/video processors, config regressions, chat APIs). I don\u2019t see any soft-edge pair that clearly describes the same concrete underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44704 is the most concrete, code-path-specific regression in the set: it names a precise from_pretrained/cached_file argument-passing failure with a clear fix surface.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best umbrella candidate because it is the most general user-facing regression report and could absorb some related import/loading complaints, even though most items here are distinct bugs.", + "best_issue_reason": "issue:44704 is the best canonical issue candidate because it is narrowly scoped, reproducible, and tied to a specific API path rather than a broad or vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Different symptoms and code paths: weight serialization/tied weights vs NaNs in classification heads." - }, - { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Unrelated model bugs: GPT-2 attention scaling vs Gemma4 bidirectional mask construction." + "reason": "Different models and different failure modes; one is invalid GenerationConfig, the other is flash-attention generation behavior." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A warning about model type mismatch is not the same bug as a key error while loading a MobileLLM model." + "reason": "Unrelated subsystems and symptoms: SAM3 model-type warning versus a MobileLLM loading key error." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Different failures: invalid GenerationConfig vs flash-attention generation behavior for Qwen3.5." + "reason": "Different model families and bugs; vitpose breakage is not the same as Ministral FlashAttention failure." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug and missing-torchvision crash are separate problems." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "Vitpose breakage and Ministral FlashAttention failure are unrelated model-specific regressions." + "reason": "Both involve video processing, but one is a batched-shape bug and the other is a torchvision-missing crash; not the same bug." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask handling and Florence2 training-loss shifting are different bugs, only loosely pattern-matched." + "reason": "Different code paths and models; mllama masking bug is unrelated to Florence2 training-loss double shift." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression in v5.4.0 is not the same as stale config.dtype after from_config(dtype=...)." + "reason": "Both mention config/dtype, but one is type-checking regression and the other is stale config.dtype after from_config." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose model breakage and empty chat-template handling are unrelated." + "reason": "Vitpose model breakage and empty-list chat template crash are unrelated." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return semantics in an indexer is not the same as numerical drift in Minimax attention." + "reason": "Different operators and models; torch.split indexing bug is not the same as Minimax attention numerical drift." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a documentation parameter-name typo are not the same defect." + "reason": "Config-loading regression versus documentation parameter mismatch; not the same underlying issue." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but they affect different models and different failure modes." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptoms (offset mapping vs output correctness)." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are separate issues." + "reason": "Different bug classes: flash-attention training degradation versus save_pretrained checkpoint regression." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache-path collision for local models is unrelated to repeated retries on HTTP 429 responses." + "reason": "Cache-path collision and repeated 429 retries are separate AutoProcessor problems with different root causes." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A small testing_utils bug and an xdist race on captured_info.txt are not the same underlying issue." + "reason": "Both touch testing_utils, but one is an unspecified bug and the other is a specific xdist race on captured_info.txt." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained failure are different model-loading problems." + "reason": "Different Qwen variants and different failures; missing projections is not a from_pretrained error." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type checking and a CLI completion attribute error are unrelated." + "reason": "Config type-checking regression and cli completion breakage are unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug versus a pad performance inefficiency; same file area, different bug." + "reason": "Testing-utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset_mapping and runtime post-processor updates are different tokenizer behaviors." + "reason": "Tokenizer offset mapping bug and runtime post-processor update bug are different tokenizer internals issues." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is request acceptance and the other is streaming inference failure on a specific model." + "reason": "Both are chat/completions related, but one is a general endpoint rejection and the other is a model-specific streaming inference failure." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Different missing imports: layer_type_validation vs AutoImageProcessor." + "reason": "AutoProcessor cached_file kwarg forwarding and special_tokens list-vs-dict handling are different bugs." }, { "left": "issue:38617", - "right": "issue:44220", + "right": "issue:41628", "accept": false, - "reason": "ImportError for a config utility is unrelated to a feature-extraction function issue." + "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and missing model_type in config.json are distinct loading/configuration errors." + "reason": "Invalid GenerationConfig and missing model_type in config.json are distinct loader/config errors." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Forwarding kwargs to cached_file and special_tokens list handling are not the same code-path problem." + "reason": "Tokenizer behavior regression and noisy logging message are unrelated." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "A tokenizer regression is not a noisy logging message bug." + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features bug are unrelated." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "A multimodal model load failure and a broad import-error report overlap only at the surface level." + "reason": "Both are version-update regressions, but one is a specific multimodal model load failure and the other is broad import errors; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API-settings warning and MLA rms_norm_eps precision issue are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config field and unexpected position-id key errors are different regression types." + "reason": "Removed config flag and unexpected position-id key errors are different regressions." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy problems are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues in different attention paths; not the same underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are unrelated." } ] }, @@ -17828,28 +17774,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:27957", + "issue:29159", "issue:29925", "issue:30947", - "issue:42371", - "issue:42831", "issue:43012", "issue:43066", "issue:43097", "issue:43122", - "issue:43208", "issue:43352", "issue:43441", "issue:43452", "issue:43531", "issue:43577", - "issue:43582", "issue:43673", + "issue:43873", "issue:43874", "issue:43931", "issue:43957", + "issue:43986", "issue:44038", "issue:44075", "issue:44077", @@ -17867,6 +17812,7 @@ "issue:45071", "issue:45310", "issue:45341", + "issue:45372", "issue:45478", "issue:45542", "issue:45588", @@ -17874,16 +17820,11 @@ "issue:46050", "issue:46172", "issue:46752", - "issue:46762", - "issue:46897", "issue:46981", - "issue:47116" + "issue:47116", + "issue:47448" ], "soft_pairs": [ - "issue:42371|issue:44261", - "issue:42371|issue:42831", - "issue:44261|issue:46762", - "issue:43208|issue:46897", "issue:44077|issue:46981", "issue:43931|issue:44410", "issue:44484|issue:45310", @@ -17896,243 +17837,250 @@ "issue:43097|issue:43452", "issue:43931|issue:44038", "issue:45071|issue:45542", - "issue:44038|issue:44230", "issue:43441|issue:44829", + "issue:44038|issue:44230", "issue:43012|issue:43577", "issue:43957|issue:44351", "issue:43874|issue:44261", - "issue:43531|issue:45341", + "issue:45341|issue:47448", "issue:46752|issue:47116", - "issue:43097|issue:45588", + "issue:43531|issue:45341", "issue:27957|issue:43352", - "issue:43582|issue:45341", - "issue:44117|issue:44987", + "issue:43097|issue:45588", "issue:44263|issue:46172", + "issue:44117|issue:44987", "issue:44484|issue:45478", "issue:44360|issue:46172", - "issue:43097|issue:46050" + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:44261|issue:44485", + "issue:29159|issue:30947", + "issue:43097|issue:43873" ], - "prepared_review_unit_hash": "cebcd8f15b839a35eadc69cbc36b9fb15f9e3ad25c988b0c8d9f412b6b04a57a", + "prepared_review_unit_hash": "a9ed09afaad8c829925a48eb9e8e41807c02bb76f71026dd48d5234b928201e2", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36566, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the candidates are mostly distinct regressions or model-specific bugs across unrelated code paths. The strongest standalone issue is the v5 API-removal report because it is concrete, well-scoped, and broadly actionable.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43097 is the clearest, most actionable report: a specific v5 regression about an API being removed without notice, with direct user impact and a well-defined fix target.", + "summary": "This cluster is mostly heterogeneous Transformer v5 bug reports, with one strong duplicate-like tokenizer regression thread. The only pair that looks like the same underlying bug is the v5 tokenizer behavior/decoder-type change; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43066 is the most concrete root-cause report in the tokenizer regression thread: it points to the decoder type being wrong in v5, which plausibly explains the broader tokenization differences seen elsewhere.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best single issue to anchor this set because it is concrete, broadly relevant to v5 migration, and easier to triage/fix than the more model-specific reports.", + "best_issue_reason": "issue:43122 is the best overall representative for the cluster because it describes the user-visible regression broadly and cleanly captures the shared tokenizer problem space.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 API-settings guidance is unrelated to the MLA q_a_layernorm rms_norm_eps precision bug." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "TF32 behavior control and FineGrainedFP8 accuracy are different numeric issues with different code paths." - }, - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "Both mention numerical differences, but one is a missing eps/config bug and the other is a Minimax attention accuracy mismatch." - }, - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss are unrelated model-specific bugs." - }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Optional post_init validation and HF_ENDPOINT retry behavior are different subsystems with no shared bug path." + "reason": "Different bugs: one is an optimizer/model init constraint, the other is repeated retry behavior in AutoProcessor over HTTP 429." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "A Qwen3-VL load shape mismatch is not the same as missing attn_qkv/attn_gate projections in qwen3next." + "reason": "Both mention Qwen3 models, but the failures are different: weight-shape mismatch vs missing layer projections." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Default shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained failure." + "reason": "Unrelated: shard size question in save_pretrained vs a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling and deepspeed causing double optimizer steps are different optimizer bugs." + "reason": "Both involve optimizers, but one is ignored SGD args and the other is double optimizer stepping with deepspeed." }, { "left": "issue:43066", "right": "issue:43122", - "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output are related only at a high level, not the same concrete bug." + "accept": true, + "reason": "Same tokenizer regression family in v5: wrong decoder/type handling matches the broader 'different tokenization' symptom." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing projections in qwen3next and Qwen3.5 MoE from_pretrained errors affect different model families and failure modes." + "reason": "Same model family, but different concrete failures and likely different fixes." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in the DSA indexer is not the same as the GLM-5 RoPE implementation bug." + "reason": "Different GLM-5/GLM MoE internals; no clear shared code-path or symptom." }, { "left": "issue:29925", "right": "issue:30947", "accept": false, - "reason": "SigLIP fast-tokenizer enforcement and LLaMA3 BOS/EOS insertion are separate tokenizer bugs." + "reason": "Both are tokenizer-related, but one is about enforcing use_fast and the other about special-token application on LLaMA3." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Chunked-prefill cache handling and a testing_utils bug have no shared code path." + "reason": "Completely unrelated: generation cache/chunked prefill vs a testing utility bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "An API removal warning and a gguf_file loading breakage are different from_pretrained issues, not one duplicate bug." + "reason": "Different areas: removed encoder-decoder tying vs gguf_file breakage in from_pretrained." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a weight-shape loading mismatch and the other is a broader v5/MoE bug report." + "reason": "Both are Qwen3-VL-related, but one is a shape mismatch and the other is a MoE/v5 loading issue." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking and the tensorboard-without-TensorFlow backend error are unrelated regressions." + "reason": "Unrelated regression types: config type checking vs missing TensorFlow backend detection." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "A generic Qwen3-VL-Moe v5 bug and fp8 inference support are not the same fixable change." + "reason": "Both mention Flash Attention, but one is unsupported-model loading and the other is training degradation with flash_attention_3." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "FlashAttention model-load failure and flash_attention_3 degenerate training are distinct failures in different code paths." + "reason": "Model family overlap only; one is a bug, the other is an fp8 support request." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "The bfloat16 compile warning and BLIP2 dtype remaining float32 are different dtype-handling bugs." + "reason": "Both are dtype-related, but one is a PyTorch warning on compile and the other is incorrect dtype propagation in Blip2 loading." }, { "left": "issue:43957", "right": "issue:44351", "accept": false, - "reason": "Meta-device model loading breakage and missing HybridCache import are unrelated v5 API/runtime issues." + "reason": "Different loading failures: meta-device model loading vs importing HybridCache." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-processor method and MLA q_a_layernorm precision error are different multimodal vs numeric bugs." + "reason": "Different components and symptoms: multimodal image-patch counting vs a layernorm epsilon precision issue." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:45341", + "right": "issue:47448", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "No overlap beyond being general bug reports; testing utility vs unrecognized Gemma architecture." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-list chat-template IndexError and streaming pipeline regression are separate failures." + "reason": "Different code paths: empty chat-template input crash vs streaming pipeline regression." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "API-removal visibility and flash_attention.py crashing on s_aux=None are different issues in different parts of the stack." + "reason": "Unrelated: sliding-window behavior in Qwen3-MoE vs a testing utility bug." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and NemotronH are model-specific support requests, not duplicates." + "reason": "Both involve Flash Attention 2, but one is XLM-Roberta support and the other is Nemotron unsupported-model gating." }, { - "left": "issue:43582", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and testing_utils are unrelated." + "reason": "Different bugs: removed tie_embeddings_and_encoder_decoder vs flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a model-loading failure in transformers>=5.1.0 are different from_pretrained problems." + "reason": "No clear duplicate relationship; one is a torch.split/indexer issue, the other a DeepSeek-v4 transpose/dtype bug." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and deepseek-v4 comb transpose logic are unrelated implementation bugs." + "reason": "Possible loading-related overlap, but the concrete failures are not the same and no shared code-path is evident." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size default discussion and the Qwen3.5 MoE from_pretrained error are not the same issue." + "reason": "Unrelated: save_pretrained shard-size behavior vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA missing ReLU and deepseek-v4 transpose/dtype behavior are different code paths." + "reason": "Different math/code-path issues in unrelated models; no same underlying bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "An API removal warning and a sinq save/load quantization breakage are unrelated." + "reason": "Different persistence/loading problems: embedding tying removal vs quantized model save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading errors, but caused by different missing dependencies and different processors." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM-related models, but the precision-epsilon issue and RoPE implementation are distinct." + }, + { + "left": "issue:29159", + "right": "issue:30947", + "accept": false, + "reason": "Both are tokenizer bugs, but one is slow-vs-fast inconsistency and the other is special-token flags not taking effect." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different areas: config/API removal vs quantization/offloading behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it correctly identifies the set as mostly heterogeneous, with the one strong tokenizer-regression linkage between issue:43066 and issue:43122. The other soft-edge rejections are cautious and consistent with the issue titles. No obvious overstatement or mergeability problem is present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18147,9 +18095,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ - "issue:29159", "issue:30947", "issue:33453", "issue:34567", @@ -18157,30 +18104,30 @@ "issue:41950", "issue:42757", "issue:42890", + "issue:42907", "issue:43012", "issue:43064", - "issue:43097", "issue:43208", + "issue:43502", "issue:43550", "issue:43673", - "issue:43873", "issue:43874", + "issue:43937", "issue:43986", + "issue:43992", "issue:44038", "issue:44062", "issue:44117", "issue:44246", - "issue:44261", "issue:44263", "issue:44315", + "issue:44380", "issue:44410", "issue:44484", - "issue:44485", "issue:44704", "issue:44936", "issue:45103", "issue:45341", - "issue:45372", "issue:45375", "issue:45440", "issue:45753", @@ -18189,6 +18136,7 @@ "issue:46298", "issue:46365", "issue:46369", + "issue:46421", "issue:46655", "issue:46664", "issue:46701", @@ -18198,231 +18146,224 @@ "issue:46981" ], "soft_pairs": [ - "issue:43986|issue:45372", - "issue:44261|issue:44485", - "issue:29159|issue:30947", - "issue:43097|issue:43873", + "issue:42907|issue:43937", "issue:43208|issue:43550", - "issue:43986|issue:45341", "issue:45753|issue:46369", "issue:45440|issue:46172", + "issue:43986|issue:45341", "issue:44246|issue:46981", + "issue:44410|issue:45375", "issue:44117|issue:46701", "issue:43012|issue:46821", - "issue:44410|issue:45375", "issue:44062|issue:44117", "issue:30947|issue:33453", "issue:43673|issue:46123", "issue:30947|issue:34567", "issue:43874|issue:44263", "issue:44038|issue:44410", - "issue:46655|issue:46664", "issue:46172|issue:46710", + "issue:46655|issue:46664", "issue:46298|issue:46752", "issue:38617|issue:42757", "issue:44704|issue:45103", "issue:44936|issue:46365", "issue:43064|issue:44315", - "issue:38617|issue:41950", "issue:43986|issue:44484", - "issue:42890|issue:46298" + "issue:42890|issue:46298", + "issue:38617|issue:41950", + "issue:43502|issue:43992", + "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "afe1983dae7fc6d4d969f7af58e7d9b2e92b0cc05e73f71f58ac3506e39d9b95", + "prepared_review_unit_hash": "70a0eaca8ba10d154670326b0b56b7f15e307654ae39176d6db83bc6da8a4eab", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35286, - "estimated_input_tokens": 8822, - "estimated_eval_tokens": 17900 + "soft_pair_count": 27, + "serialized_chars": 34897, + "estimated_input_tokens": 8725, + "estimated_eval_tokens": 17706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose semantic cluster of mostly unrelated Transformers issues. The soft edges mostly connect items that share a subsystem name (tokenizers, processors, DeepSeek/Qwen variants, trainer, etc.) but not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 33453 is the broadest representative of the cluster: a tokenizer-loading regression with wording that sits nearest to the other tokenizer-related reports. It is still not a duplicate of most others, but it is the best single anchor issue for this mixed cluster.", + "summary": "The cluster is very heterogeneous: most items are distinct bugs across tokenizers, trainers, processors, vision models, imports, and generation. The soft pairs are mostly superficial similarity matches rather than true duplicates, so none should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 33453 is the broadest, most umbrella-like report in the set (tokenizer loading regression), but the overall cluster is too mixed for a strong canonical duplicate choice.", "canonical_pr_reason": null, - "best_issue_reason": "33453 is the best global issue candidate because it is generic, central to one of the recurring themes in the cluster, and broad enough to serve as the representative issue even though the cluster is not actually a tight duplicate set.", + "best_issue_reason": "Issue 33453 is the most general issue title and the closest thing to a cluster representative, though it still only covers one narrow subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Both are processor-loading import crashes, but they come from different missing dependencies and different code paths (video model/torchvision vs Gemma 4/mistral_common)." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "These describe different bugs: a q_a_layernorm precision/config issue versus a GLM-5 RoPE implementation question." - }, - { - "left": "issue:29159", - "right": "issue:30947", - "accept": false, - "reason": "Both are tokenizer-related, but one is slow/fast tokenizer inconsistency and the other is LLaMA3 special-token flags not taking effect; not the same concrete bug." - }, - { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "One is about a removed model API flag, the other about offloading with quantization; different features and failure modes." + "reason": "Different model families and failure modes: dequantized save/load vs invalid GenerationConfig." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA failure are unrelated model-specific problems." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "A missing torchvision import during processor loading is unrelated to a small testing_utils bug." + "reason": "xLSTM training bugs are unrelated to Bamba-9B-v2 torch.compile/SDPA failures." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "These affect different models and symptoms: an infinite loop on one image versus a memory overflow in sam3-litetext." + "reason": "Qwen3_5 infinite-loop bug and SAM memory overflow are separate model-specific issues." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek, but one is a native-vs-remote implementation divergence and the other is a dtype/transpose bug in a different model path." + "reason": "DeepSeekV3MoE divergence and deepseek-v4 tensor transpose bug are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to a testing_utils bug." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Import slowness is not the same as repeated 429 retry behavior in AutoProcessor with HF_ENDPOINT." + "reason": "Import slowness and repeated 429 retry behavior are distinct AutoProcessor problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen variants and different defects: missing projections vs missing config field." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "A TOKENIZER_MAPPING_NAMES None-handling bug is unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "Tokenizer mapping None and DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "These are different issues: a PyTorch precision warning during compilation versus an AttributeError on TimesFM window_size." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Missing projections in Qwen3Next and a silently dropped config field in Qwen3_5MoeVisionConfig are different model/config bugs." + "reason": "bfloat16 compilation warning is not the same as a TimesFM window_size AttributeError." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-layer failures." + "reason": "Both involve tokenizers, but the concrete bugs are different: AddedToken kwargs vs mapping lookup." }, { "left": "issue:30947", "right": "issue:33453", "accept": false, - "reason": "The first is a LLaMA3 add_bos/add_eos behavior issue; the second is a broader tokenizer-loading regression. Related area, but not the same bug." + "reason": "Tokenizer-loading theme overlaps, but one is a specific add_bos/add_eos bug and the other is a broad regression report." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked_prefill and mask pipeline batch-finalization are different pipeline logic bugs." + "reason": "Cache missing during chunked prefill and final-batch mask dropping are different behaviors." }, { "left": "issue:30947", "right": "issue:34567", "accept": false, - "reason": "Tokenizer special-token behavior and TrainerState token counting are unrelated." + "reason": "Tokenizer special-token handling is unrelated to TrainerState token counting." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches and torch.split return values are different GLM-related issues with different failing code paths." + "reason": "Different GLM components and distinct bugs: multimodal token counting vs torch.split return values." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe and Qwen3Next are different model families with different bugs." + "reason": "Related family names, but different models and bug types; not the same underlying change." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; they are distinct fixes." + "reason": "A tensor-ops bug in deepseek-v4 is unrelated to an accuracy regression after upgrade." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "A tensor-operation bug in deepseek-v4 is not the same as an accuracy regression after upgrading Transformers for a different model." + "reason": "Both are SmolVLM video-processor reports, but one is padding math and the other is num_frames semantics." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an empty-list apply_chat_template crash are unrelated." + "reason": "Noisy logging and empty-list chat template crash are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "These are different import errors from different external packages and symbols; not the same failure." + "reason": "Different missing imports from different dependencies; same symptom class, not the same bug." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotations crash are unrelated code paths." + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() after train() and Trainer import blocked by datasets are different trainer-related problems." + "reason": "Trainer.evaluate post-train failure is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "A distributed optimizer-state bug and Liger Kernel not being applied with model_init are different training/integration issues." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A torchvision dependency crash and a save_pretrained shard-size question are not duplicates." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in tests and noisy logging are unrelated." }, { "left": "issue:38617", "right": "issue:41950", "accept": false, - "reason": "An import error for layer_type_validation and a video-classification pipeline looking for image processors are unrelated." + "reason": "ImportError for layer_type_validation and video-classification pipeline using image processors are different issues." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Processor-loading failures and a save_pretrained shard-size question are not the same issue." + "reason": "Offline-mode API leakage and missing embed_tokens weights are separate loading bugs." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "A flaky SAM HQ test due to missing set_seed and a noisy logging complaint are unrelated." + "reason": "Attention scaling ignored and cache lazy-init recompilation are different code-path problems." } ] }, @@ -18444,7 +18385,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:30947", "issue:33357", @@ -18460,7 +18401,6 @@ "issue:43097", "issue:43208", "issue:43352", - "issue:43502", "issue:43526", "issue:43550", "issue:43582", @@ -18473,6 +18413,7 @@ "issue:43992", "issue:44077", "issue:44162", + "issue:44222", "issue:44261", "issue:44368", "issue:44380", @@ -18482,6 +18423,7 @@ "issue:44655", "issue:44734", "issue:44938", + "issue:45478", "issue:45479", "issue:45584", "issue:45712", @@ -18491,21 +18433,18 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46421", "issue:47116", "issue:47276" ], "soft_pairs": [ - "issue:43502|issue:43992", - "issue:44380|issue:46421", "issue:44451|issue:47116", "issue:44938|issue:46178", "issue:43208|issue:43526", "issue:43064|issue:47116", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:42907|issue:45753", "issue:43066|issue:43906", + "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:45584|issue:46365", "issue:43012|issue:44368", @@ -18527,210 +18466,230 @@ "issue:43352|issue:44380", "issue:43097|issue:46298", "issue:36010|issue:42757", - "issue:42831|issue:44261" + "issue:42831|issue:44261", + "issue:44222|issue:45478", + "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "34b1ecfd656c4f4da239869e9bedc18e670e348ab8a3f5040fc62ce174f2c42d", + "prepared_review_unit_hash": "7c234a05dc8c8e70cbfcfa5c2bfe1194915264e3c03a7afbeda4828a62866ef3", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37101, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "serialized_chars": 37047, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues with only superficial topical overlap; none of the soft pairs look like true duplicates or the same change. If forced to pick a representative issue, issue 43097 is the clearest standalone regression report and has inbound references, but this set is too diverse to treat as one cluster.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43097 is the most central, well-scoped regression report in this set and has inbound references; it is the best single representative only because the rest are clearly separate topics.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports; the soft pairs share only superficial similarity (warnings, import errors, v5 mentions), so none should be merged as duplicates. If a representative issue is needed, the v5 streaming regression report is the broadest fit.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 47116 is the broadest v5 regression report in the set and best matches the recurring compatibility-breakage theme, but it is still only a representative, not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 has the strongest triage value as a concrete, user-visible v5 regression with broader discussion/reference signals than the others.", + "best_issue_reason": "Issue 47116 is the most general and self-contained report here, so it is the best single issue to anchor the cluster if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Different failures: network/API access despite local_files_only vs missing embed_tokens.weight in from_pretrained." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "GPT2 attention scaling being ignored is unrelated to cache lazy initialization causing recompilation." - }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure for a specific checkpoint is not the same bug as streaming pipeline regression in v5." + "reason": "Specific model-load failure vs. streaming pipeline regression; different code paths and symptoms." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are different import-path problems." + "reason": "Python 3.14 import/load failure vs. backend mapping error for tensorflow_text; unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels returning one label are unrelated." + "reason": "xLSTM training bugs vs. BeitImageProcessorFast label reduction; different components and bug classes." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption is a different code path from streaming pipeline behavior." + "reason": "FSDP2 optimizer-state mismatch is unrelated to pipeline streaming regression." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning is not the same as Bamba SDPA torch.compile failure." + "reason": "bfloat16 compile warning vs. Bamba SDPA/torch.compile failure; not the same underlying bug." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy-class cleanup/check_repo leakage is unrelated to a noisy logging message." + "reason": "Leftover dummy classes vs. noisy logging; unrelated maintenance issues." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Saving dequantized models and an infinite-loop multimodal generation bug are different problems." + "reason": "Wrong tokenizer decoder type vs. isolated reproduction of a different issue; no shared concrete failure." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + "reason": "Saving dequantized models vs. Qwen3_5 infinite loop on an image; different model paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Pipeline save_pretrained failure is a different saving path than dequantized Ministrals/Devstrals save issues." + "reason": "Dequantized model save failure vs. saving Pipeline objects; both about saving, but not the same bug." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Trainer import failure caused by datasets." + "reason": "Whisper generation edge case vs. Trainer import depending on uninstalling datasets; unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A compile-time float32 warning is not the same as a tie_word_embeddings warning." + "reason": "Compile-time bf16 warning vs. tie_word_embeddings warning during LoRA fine-tuning; different warnings and causes." }, { "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task message issue vs. Pipeline save_pretrained failure; distinct pipeline behaviors." + }, + { + "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Incorrect translation-task error text is separate from the streaming pipeline regression." + "reason": "Serving KV-cache indexing crash vs. streaming pipeline regression; different subsystems." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still reference pipeline() vs. runtime streaming regression; documentation vs. code bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Unsupported Flash Attention 2 for NemotronH is unrelated to Python 3.9/3.10 compatibility." + "reason": "Flash Attention support missing for Nemotron vs. Python version incompatibility; unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is not the same as asking why max_shard_size defaults to 50GB." + "reason": "Missing embed_tokens.weight in from_pretrained vs. max_shard_size question; not the same issue." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Optional post_init handling in patchtsmixer is unrelated to the Trainer import issue." + "reason": "patchtsmixer post_init validation vs. import failure tied to datasets; unrelated." }, { "left": "issue:30947", "right": "issue:33357", "accept": false, - "reason": "Tokenizer BOS/EOS handling does not match a CLIP bus error on macOS." + "reason": "LLaMA3 BOS/EOS token handling vs. MacOS CLIP bus error; different models and failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Ignored GPT2 attention scaling and altered registered-function behavior are different bugs." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. AttentionInterface.register behavior change; separate code paths." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Missing vocab_size on Gemma3Config is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Gemma3 config missing vocab_size vs. Apple Silicon TypeError in allocator warmup; unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling being ignored is not the same as degenerate zero loss in sequence classification." + "reason": "Attention-backend scaling bug vs. degenerate zero-loss classification bug; no common root cause." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 tensor transpose behavior are separate model-specific issues." + "reason": "ESM2 breakage vs. deepseek-v4 tensor transpose bug; different models and failures." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Two different import errors for different symbols and packages; not the same underlying bug." + "reason": "Missing is_offline_mode import vs. missing Qwen2_5_VLForConditionalGeneration import; both import errors, but different symbols and fixes." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Missing TensorFlow backend after pip install .[torch] is unrelated to Trainer import failure with datasets installed." + "reason": "Optional backend packaging gap vs. Trainer import conflict with datasets; different dependency problems." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "A precision warning during compile and a misleading synced_gpus warning are different messages/issues." + "reason": "bfloat16 compile warning vs. misleading synced_gpus warning in continuous batching; unrelated warnings." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation discussion are not the same concrete bug." + "reason": "Smollm3 RoPE layer drop bug vs. GLM-5 RoPE implementation discussion; not the same concrete defect." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Model-specific Flash Attention unsupported error vs. GPT2 attention scaling ignored under backends; related area, different bugs." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "An API removal regression is unrelated to a noisy logging message." + "reason": "Removed config API without indication vs. noisy logging message; unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Importing GenerationMixin and importing is_offline_mode are different missing-symbol regressions." + "reason": "Different import errors for different symbols; same general symptom, but not the same underlying bug." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and MLA q_a_layernorm rms_norm_eps precision errors are distinct." + "reason": "FP8 accuracy issue vs. missing rms_norm_eps in MLA q_a_layernorm; distinct precision-related defects." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained MoE issue vs. Qwen3.5 MoE from_pretrained error; different directions of model I/O." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption vs. GPT2 attention-scaling bug; unrelated." } ] }, @@ -18752,7 +18711,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:29870", "issue:29925", @@ -18761,7 +18720,7 @@ "issue:36683", "issue:38617", "issue:42890", - "issue:43064", + "issue:43010", "issue:43299", "issue:43352", "issue:43475", @@ -18772,8 +18731,8 @@ "issue:43867", "issue:43976", "issue:43992", + "issue:44075", "issue:44077", - "issue:44222", "issue:44263", "issue:44355", "issue:44380", @@ -18787,7 +18746,7 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45478", + "issue:45278", "issue:45593", "issue:45759", "issue:46077", @@ -18804,17 +18763,15 @@ "issue:47337" ], "soft_pairs": [ - "issue:44222|issue:45478", "issue:44483|issue:44514", - "issue:43064|issue:44380", "issue:42890|issue:47059", "issue:43618|issue:43761", "issue:45276|issue:46077", "issue:44625|issue:46365", "issue:38617|issue:43502", - "issue:44625|issue:46077", "issue:44655|issue:47321", "issue:44655|issue:47332", + "issue:44625|issue:46077", "issue:43299|issue:43867", "issue:43611|issue:44655", "issue:43618|issue:44380", @@ -18836,234 +18793,236 @@ "issue:43867|issue:46202", "issue:44908|issue:46851", "issue:43992|issue:47317", - "issue:44393|issue:47337" + "issue:44393|issue:47337", + "issue:44075|issue:46365", + "issue:43010|issue:45278" ], - "prepared_review_unit_hash": "1a6c064ff108596663784c1b900da04f6ce0c897d4301dc5dfcb4ea7ebc86b4a", + "prepared_review_unit_hash": "a4e4a62c0674e7c27590a8e70e63d1f3feecfb8e3fa9286c8cde5129cbcdb6e9", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37332, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "serialized_chars": 37272, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers issues. The soft pairs share themes like loading, saving, CLIP, Gemma, or Python-version regressions, but they do not look like the same concrete bug/change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43611 is the broadest representative here: a Transformers 5.0 loading regression affecting models with `base_model_prefix`, which is closer to the cluster\u2019s recurring load/save/config breakage theme than the more narrowly scoped reports.", + "summary": "The cluster is mostly a grab-bag of unrelated regression reports. None of the soft pairs look like the same underlying bug/change closely enough to merge. The closest themes are tokenizer loading, CLIP output regressions, and a few Gemma/Qwen issues, but they still split by distinct code paths and symptoms.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43618 is the cleanest, most concrete runtime regression in the set and the best available anchor, though the overall cluster is not truly cohesive and does not contain a clear duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Same reason: it is the most general, central loading-regression issue among an otherwise heterogeneous set, so it is the best single issue to anchor the cluster.", + "best_issue_reason": "Issue 43618 is the strongest single issue to anchor triage: specific, reproducible, and closer to a likely duplicate cluster than the others. It is still only a representative issue, not a proven duplicate root.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5/MoE and FP8/save-load behavior, but one is about saving pretrained Moe weights and the other about `from_pretrained` loading failure; too different to merge." - }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different layers and failures: chat-completions request validation vs batched processor chat template padding behavior." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Both involve Qwen/VL request handling, but one is chat/completions request acceptance and the other is batched processor/template padding behavior. Different layers and bugs." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "A flaky test seeding issue is not the same as a CLI completion compatibility break." + "reason": "One is a missing set_seed in a SAM HQ test, the other is a CLI breakage from huggingface_hub API changes. Not the same failure." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other is missing hidden_states; related area, not clearly the same bug." + "reason": "Both are CLIP v5 regressions, but one loses attentions in CLIPOutput and the other loses hidden_states in CLIPVisionModel.forward. Related area, different concrete bug." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resize behavior and Gemma4 bidirectional-attention masking are separate code paths." + "reason": "Gemma4 both, but resize_token_embeddings propagation and bidirectional-attention mask construction are distinct code paths." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and an import conflict with `datasets` are unrelated." + "reason": "Qwen3.5 num_labels propagation vs Trainer import failure with datasets installed are unrelated problems." }, { "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "An import error for `layer_type_validation` is unrelated to `local_files_only=True` still triggering network access." - }, - { - "left": "issue:44625", - "right": "issue:46077", + "right": "issue:43502", "accept": false, - "reason": "Same broad Gemma/Qwen family style, but the bugs are distinct config-vs-attention issues." + "reason": "ImportError from removed configuration_utils symbol vs local_files_only still triggering network requests. Different subsystems." }, { "left": "issue:44655", "right": "issue:47321", "accept": false, - "reason": "Saving `Pipeline` objects and an AMD quark class update problem are different." + "reason": "save_pretrained Pipeline bug and AMD quark class update issue are unrelated." }, { "left": "issue:44655", "right": "issue:47332", "accept": false, - "reason": "Both mention saving, but one is pipeline serialization and the other is disk-offloaded Qwen3-VL saving." + "reason": "Both mention saving/offloading, but the failures are different: Pipeline serialization vs disk-offloaded Qwen3-VL model save behavior." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading regression and a sorted-state-dict load failure are not the same concrete problem." + "reason": "Both are loading regressions, but one is Qwen3VL MoE model loading in v5.0.0.dev0 and the other is state_dict ordering causing load errors. Not the same bug." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with `base_model_prefix` and pipeline save_pretrained are distinct issues." + "reason": "Loading with base_model_prefix and saving Pipeline objects are different features and failure modes." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-field regression and GPT2 attention scaling under backend selection are unrelated bugs." + "reason": "CLIP output field regression vs GPT2 attention scaling ignored under SDPA/FlashAttention. Different model and different issue." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing `vocab_size` in Gemma3Config is unrelated to missing `fpn_position_embeddings` in SAM 3 Video." + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention 2.0 support gating is not the same bug as D-FINE auxiliary-loss handling." + "reason": "Flash Attention support in NemotronH vs D-FINE auxiliary loss handling are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "A missing config attribute and the `patchtsmixer` optional `post_init` restriction are unrelated." + "reason": "Missing vocab_size in Gemma3Config vs patchtsmixer post_init policy are different problems." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Bidirectional attention mask construction and stale `config.dtype` after `from_config(dtype=...)` are different issues." + "reason": "Bidirectional attention mask construction and stale dtype in config after from_config are unrelated." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they target different versions and different failures." + "reason": "Both are version-compatibility complaints, but one is Python 3.9+ vs 3.10+ and the other is Python 3.14 load failure. Not the same root cause." }, { "left": "issue:44263", "right": "issue:45759", "accept": false, - "reason": "A `torch.split()` return-value issue in GlmMoeDsaIndexer is unrelated to Qwen composite-config unwrapping in `from_config`." + "reason": "torch.split return handling in GlmMoeDsaIndexer and AutoModelForCausalLM text_config unwrapping are unrelated." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-Python-file errors and noisy auto-docstring lint output are unrelated." + "reason": "Compiled Python import errors and auto_docstring import-time diagnostics are different import-time issues." }, { "left": "issue:29925", "right": "issue:33453", "accept": false, - "reason": "Tokenizer fast-mode enforcement and a general tokenizer-loading regression are too broad to treat as the same bug." + "reason": "SigLIP use_fast enforcement is a tokenizer-specific bug; 'Regression in tokenizer loading' is too broad and not clearly the same issue." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Sorted state-dict loading errors and Qwen3.5 checkpoint saving corruption are different directions of failure." + "reason": "State_dict-sorted load failure and Qwen3.5 save_pretrained regression are both checkpoint-related but not the same concrete bug." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import/load failure and the huggingface_hub CLI completion regression are unrelated." + "reason": "Python 3.14 load failure and CLI breakage with huggingface_hub 1.22.0 are unrelated." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 config `vocab_size` and Qwen3.5 `num_labels` propagation are separate config bugs." + "reason": "Gemma3Config missing vocab_size and Qwen3.5 num_labels propagation are different config bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint save corruption do not share the same code path." + "reason": "CLIP attentions regression vs Qwen3.5 saved-checkpoint regression are unrelated." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Missing `vocab_size` and `special_tokens` being a list instead of a dict are unrelated." + "reason": "Missing vocab_size and special_tokens list/dict handling are unrelated." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generation masking error and tensor-parallel training state issues are different subsystems." + "reason": "Bart generate decoder_attention_mask initialization bug and tensor-parallel training bug do not share the same code path." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file execution errors and a Python 3.13 `@torch.jit.script` parsing/indentation issue are distinct." + "reason": "Compiled-file import failures and torch.jit script parsing indentation/comment errors are distinct issues." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "A sorted state-dict loading bug is not the same as Gemma pipeline roundtrip failure on the `\u2581` token." + "reason": "Checkpoint loading error from sorted state_dict and Gemma pipeline roundtrip failure are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwarg handling and Qwen3.5 variable-length `position_ids` behavior are unrelated." + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids behavior are unrelated." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder has nothing to do with PPFormulaNet training loss." + "reason": "Missing embed_tokens.weight in UMT5Encoder and PPFormulaNet training-loss bug are unrelated." }, { "left": "issue:44393", "right": "issue:47337", "accept": false, - "reason": "Qwen3-VL 2D bbox output issues and a flaky bbox-range test are not the same bug." + "reason": "Qwen3-VL 2D bbox hallucination/error and a flaky bbox-range test are not the same underlying defect." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored and Trainer import failing until datasets is removed are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache/layer update methods and broad import errors after version update are unrelated." } ] }, @@ -19085,7 +19044,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28282", "issue:29870", @@ -19101,13 +19060,14 @@ "issue:43502", "issue:43525", "issue:43575", + "issue:43576", "issue:43618", "issue:43723", + "issue:43824", "issue:43867", "issue:43976", "issue:43992", "issue:44062", - "issue:44075", "issue:44077", "issue:44112", "issue:44222", @@ -19123,7 +19083,6 @@ "issue:44964", "issue:44977", "issue:45125", - "issue:45278", "issue:45310", "issue:45357", "issue:45375", @@ -19131,17 +19090,15 @@ "issue:45478", "issue:45561", "issue:45850", - "issue:46365", + "issue:46132", "issue:46617", "issue:47000", "issue:47317" ], "soft_pairs": [ - "issue:44075|issue:46365", - "issue:43010|issue:45278", "issue:44393|issue:47000", - "issue:42548|issue:44351", "issue:43992|issue:45310", + "issue:42548|issue:44351", "issue:29870|issue:33453", "issue:43064|issue:44492", "issue:36296|issue:43575", @@ -19167,234 +19124,230 @@ "issue:41628|issue:42548", "issue:43723|issue:44556", "issue:44222|issue:44230", - "issue:43010|issue:43065" + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132" ], - "prepared_review_unit_hash": "664ae10f597cdda87825de472784c84afb36186f0ce020128a82d0910c084a98", + "prepared_review_unit_hash": "4ea2b67cfdd248ff99fcaf1868e39a59de4d1ec40fe569e32dd20876722d61f1", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36425, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct bugs, not one duplicate family. The only clear duplicate-like pair is the import-time regression reports in `issue:41669` and `issue:44246`; most other soft edges are too broad or point to different code paths, models, or failure modes.", - "confidence": 0.87, - "canonical_issue_reason": "`issue:41669` is the most concrete and root-cause-oriented issue in the cluster: it identifies a specific import-time regression (`import *` in model modules) and proposes a precise fix, which also aligns with the nearby slow-import report in `issue:44246`.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but two soft edges look like genuine duplicates: the import-time slowdown reports and the Qwen3.5 MoE tensor-parallel/from_pretrained failure. Most other pairs share only a broad subsystem or symptom class, not the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:41669 is the strongest cluster anchor: it describes a concrete, repo-wide import regression with broad impact and directly matches the import-slowdown symptom in issue:44246.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:41669` is the best representative issue because it is specific, actionable, and anchored to a clear code-path regression rather than a broad symptom report.", + "best_issue_reason": "issue:41669 is the most representative and actionable issue in the set, with the broadest user impact and the clearest link to an accepted soft duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Different problems: optimizer argument handling vs an import failure involving `Trainer` and `datasets`." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Both mention regressions, but one is about cache update methods and the other is broad import errors after upgrade; not the same bug." - }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Different model/task failures: Qwen3-VL bounding-box output issue vs RTDetr loss infeasibility." + "reason": "Different vision bugs: Qwen3-VL 2D box hallucination vs RTDetrLoss infeasible cost matrix." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different root causes." + "reason": "Different model/loading paths: UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Different `from_pretrained` failures on different models; no evidence they share one concrete code-path bug." + "reason": "Both are import errors, but for different missing symbols and likely different export failures." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generation UnboundLocalError and tokenizer-loading regression are unrelated." + "reason": "Bart generate decoder_attention_mask bug vs tokenizer loading regression; not the same issue." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Unrelated: FSDP/PEFT optimizer-state bug versus a cache-strategy typo." + "reason": "Distributed optimizer-state bug vs a cache-strategy typo; unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM on loading a specific large model." + "reason": "Tensor-parallel training bug vs OOM while loading a specific model with TP; different failure modes." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different issues: FP8 `save_pretrained` behavior versus missing `_tp_plan` for tensor parallelism." + "reason": "FP8 save_pretrained/moe issue vs missing _tp_plan for tensor parallelism; different code paths." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Completely different model/output regression versus an API restriction on `patchtsmixer` post-init." + "reason": "CLIPOutput attentions assignment vs patchtsmixer post_init policy; unrelated." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both describe the same underlying regression: `import transformers` becoming slow, with `issue:41669` pointing to a specific root cause in model imports." + "reason": "Both describe the same import-time performance regression; 41669 names the likely root cause and 44246 reports the user-facing symptom." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Different test failures: missing `set_seed()` in a model integration test vs xdist race on captured info output." + "reason": "Test seeding flakiness vs xdist file race; different CI/test infra problems." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are model loading/saving problems, but they affect different mechanisms and are not the same code-path." + "reason": "State-dict loading error vs incorrect visual encoder keys during save_pretrained; different failure points." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A generic state-dict load error is not the same as a missing vision-config field silently dropped by strict parsing." + "reason": "State-dict loading error vs missing vision config field; not the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-not-found import error and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch dependency import error vs tokenizer loading regression; unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache-update no-grad concern is unrelated to a Python version compatibility issue." + "reason": "Cache update no_grad behavior vs Python-version compatibility breakage; unrelated." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different failures in different models; no shared concrete bug." + "reason": "Missing CLIPOutput attentions vs Qwen3.5 flash-attention generation bug; different models and paths." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "One is a specific cache-update bug; the other is a vague broad complaint about many models breaking." + "reason": "Specific cache/layer no_grad fix vs a broad complaint that many models break; too vague to merge." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Related model family, but one is a missing tensor-parallel plan and the other is a generic `from_pretrained` error; too little to treat as the same bug." + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE tensor-parallel/from_pretrained failure and could be fixed by one code change." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing and vision-config field dropping are different issues." + "reason": "Tensor-parallel _tp_plan omission vs missing deepstack_visual_indexes in vision config; different issues." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different domains entirely: DSA indexer implementation vs DeepSeekV3MoE parity with remote code." + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE implementation divergence; unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-download behavior and AddedToken constructor argument collision are unrelated." + "reason": "local_files_only still hitting the network vs AddedToken special-argument conflict; different bugs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Separate flaky tests in different models and subsystems." + "reason": "Seed-related test flakiness vs stale device override CI failure; unrelated." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Llama4 config attribute error and PPFormulaNet training-loss bug do not share a code path." + "reason": "Llama4Config missing pad_token_id vs PPFormulaNet training-loss bug; different models and symptoms." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different model-specific test flake vs model loading failure." + "reason": "Test determinism issue vs Phi-4 multimodal loading failure; unrelated." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash and cached trust-remote-code file lookup failure are unrelated." + "reason": "KV-cache continuation indexing crash vs trust_remote_code cache FileNotFoundError; different code paths." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different regressions: int4 quantization memory growth vs reloading older checkpoints in v5." + "reason": "Int4 quantization memory regression vs checkpoint reload compatibility after v5 upgrade; related to loading, but not the same bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." + "reason": "Missing AutoImageProcessor export vs missing PreTrainedModel export; distinct top-level import problems." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer-loading issue and checkpoint reload incompatibility are distinct failures." + "reason": "Tokenizer loading regression vs checkpoint reload failure after upgrade; different symptoms and likely fixes." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save behavior and FP8 inference support are not the same bug." + "reason": "FP8 save_pretrained/moe bug vs FP8 inference support request for Qwen3-VL/Qwen3.5; not one concrete change." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Duplicate of an earlier reject: unrelated test failures." + "reason": "Cache/layer update no_grad issue vs dummy Conv2d in Sam3PixelDecoder; unrelated." }, { - "left": "issue:43502", - "right": "issue:47317", + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs cache FileNotFoundError for trust_remote_code; different failures." + }, + { + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Offline-loading bug and PPFormulaNet training-loss bug are unrelated." + "reason": "Broken transformers env CLI vs AttentionInterface.register behavior change; different surfaces and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative: it treats most pairs as distinct issues unless the titles/body clearly align. The lone accepted edge, `issue:41669`/`issue:44246`, is reasonably supported by the shared import-slowdown symptom and the specific import-* root cause in 41669. No soft-edge verdict overstates evidence." + "feedback": "The summary is grounded in the packet: the two accepted edges are plausibly same-bug duplicates based on the issue titles, and the rest of the rejections are conservative. No overstatement stands out, and the two accepted pairs look mergeable into single bugfix PRs." }, "evaluator_used": true, "retried": false, @@ -19413,7 +19366,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:29870", "issue:30333", @@ -19454,7 +19407,6 @@ "issue:45375", "issue:45850", "issue:46095", - "issue:46132", "issue:46143", "issue:46144", "issue:46617", @@ -19465,8 +19417,6 @@ "issue:47317" ], "soft_pairs": [ - "issue:43824|issue:46617", - "issue:43576|issue:46132", "issue:45071|issue:47317", "issue:42898|issue:46664", "issue:46143|issue:46144", @@ -19481,9 +19431,9 @@ "issue:46664|issue:46726", "issue:30333|issue:36296", "issue:43827|issue:44961", - "issue:44230|issue:46095", "issue:29870|issue:31795", "issue:44038|issue:45125", + "issue:44230|issue:46095", "issue:43576|issue:43824", "issue:43502|issue:44961", "issue:44355|issue:45071", @@ -19494,251 +19444,232 @@ "issue:31795|issue:38617", "issue:43475|issue:46617", "issue:44077|issue:44861", - "issue:44623|issue:45230", "issue:44351|issue:46617", + "issue:44623|issue:45230", "issue:44315|issue:44360", "issue:45362|issue:45850", - "issue:45375|issue:47110", - "issue:44485|issue:44961" + "issue:45375|issue:47110" ], - "prepared_review_unit_hash": "a0e5c8d3e568b820b2920f7bf773bc04a7f02c77f520bda4c2dc8c2d299d6083", + "prepared_review_unit_hash": "c463b676e7732e96fd3967464640d5c3494505151f6dcf4edf26bbf235e9d018", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37721, - "estimated_input_tokens": 9431, - "estimated_eval_tokens": 19118 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by loose textual similarity around Transformers v5 regressions, but the suggested pairs do not describe the same underlying bug/change. I would not merge any of the soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43576 is the best representative of the loose cluster because it is a concrete v5 regression and acts as a hub in the similarity graph, but it is still not a true duplicate anchor.", + "summary": "The cluster is heterogeneous: most items are unrelated bugs, import errors, docs issues, or model-specific regressions. None of the soft pairs are strong enough to treat as the same underlying change/bug, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span many different subsystems and failure modes rather than one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "43576 is the clearest, most concrete issue here; the rest are mostly unrelated breakages, docs problems, or different model-specific failures.", + "best_issue_reason": "No issue is a clear global best duplicate anchor because the cluster is too mixed and the soft matches are only thematic, not the same concrete problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Different failures: one is a missing Qwen import, the other is a cache FileNotFoundError for trust_remote_code." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "One is a broken CLI/env command in v5; the other is an AttentionInterface.register behavior change." - }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "PretrainedConfig type-checking and PPFormulaNet training loss are unrelated problems." + "reason": "Both mention training/model behavior, but one is a PretrainedConfig type-check regression and the other is a PPFormulaNet training-loss bug; different code paths." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior and SmolVLM video frame semantics are different subsystems and bugs." + "reason": "One is tokenization-space cleanup behavior in v5; the other is a video processor num_frames semantic issue. Different features." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both involve RoFormer, but one is kwargs propagation and the other is attention-interface usage; not the same bug." + "reason": "Both involve RoFormer, but one is missing kwargs forwarding while the other is about attention-interface usage; related area, not the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Local-files-only network calls and GLM-5 RoPE implementation are unrelated failures." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a performance regression after upgrade are not the same issue." + "reason": "Compiled Python file handling and a performance regression after upgrade are different issues." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "A missing image-processor method is unrelated to failing to load a trust_remote_code model from cache." + "reason": "Missing image-processor method causing multimodal token math failure is not the same as a cache FileNotFoundError for trust_remote_code." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang for Sentence Transformers and documentation confusion in model.forward are different topics." + "reason": "Loading stall in Sentence Transformers is unrelated to docs confusion around input_ids and past_key_values." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Broad v5 complaints do not match a specific special_tokens AttributeError." + "reason": "A broad 'v5 breaks many models' complaint does not match a specific special_tokens list/keys AttributeError." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation internals, but one is about no_grad decoration and the other about sync_gpus model-kwargs updates." + "reason": "Both touch generation/update helpers, but one is about no_grad decoration for cache updates and the other about sync_gpus ordering in kwargs update." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only API requests and FP8 save_pretrained for moe are unrelated." + "reason": "Local-files-only API requests and FP8 save_pretrained moe are different code paths." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3-VL-Moe loading and reloading old checkpoints after upgrade are different concrete failures." + "reason": "Both involve version upgrades and model loading, but one is Qwen3VL MoE loading and the other is generic checkpoint reload breakage." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "SmolVLM video-frame semantics and missing vision backend handling are distinct bugs." + "reason": "Video num_frames semantics and AutoProcessor backend-missing error are separate processor problems." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on training failure and tensor-parallel training bugs are unrelated." + "reason": "MLFlow reporting on failed jobs and tensor-parallel training are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() and the 'racoon' issue are not the same change or bug." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 Qwen3-VL/moe support and DeepSeekV4 weight conversion are different requests." + "reason": "Docs still referencing pipeline() and a nonspecific 'racoon' issue are not the same underlying problem." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A generation UnboundLocalError in Bart and forward-argument documentation confusion are unrelated." + "reason": "A Bart generate() UnboundLocalError and forward-signature documentation confusion are different issues." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3.5/Moe wording, but one is a loading bug and the other is missing tensor-parallel plan support." + "reason": "Both mention Qwen3/MoE, but one is a broad v5 regression report and the other is a specific missing _tp_plan tensor-parallel bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is not the same as a DeepSeekV4 weight-conversion question." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI/env breakage and a specific import error for Qwen2.5-VL are different failures." + "reason": "A broken transformers env command and an import error for a missing model class are different failures." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only behavior and an unrelated 'racoon' issue do not match." + "reason": "Local-files-only network requests and a generic 'racoon' issue are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors and PretrainedConfig type checking are unrelated regressions." + "reason": "Compiled-file errors and PretrainedConfig type checking are not the same bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken env command is not the same as type-checking failures in PretrainedConfig." + "reason": "CLI/env breakage and type-checking regression do not share a concrete code path." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "CLI/env breakage and a huggingface_hub completion attribute mismatch are separate issues." + "reason": "CLI/env command issues and a huggingface_hub completion API mismatch are different problems." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import and broken transformers env are different problems." + "reason": "An import failure from huggingface_hub and a broken transformers env command are separate regressions." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and text-classification docs mentioning return_all_scores are unrelated." + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "A docs clarification issue and an ImportError for layer_type_validation are not duplicates." + "reason": "Model.forward documentation confusion and a missing layer_type_validation import are not duplicates." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute loss and trust_remote_code cache loading failure are unrelated." + "reason": "Missing SAM3 vision encoder attribute and cache-loading FileNotFoundError are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "A patchtsmixer post_init policy question and a tied-weights AttributeError are different bugs." + "reason": "Optional post_init enforcement and _get_tied_weight_keys AttributeError are different model-initialization issues." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Missing processor.save_pretrained files and a generic bug report are not the same underlying issue." + "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are separate import/load problems." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "HybridCache import failure and cache FileNotFoundError are distinct failures." + "reason": "Processor.save_pretrained missing files is not the same as a placeholder generic bug report." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application with model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel not applied with model_init and the DSA indexer ReLU discussion are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A Qwen3.5-35B chat crash is not the same as a broad complaint that v5 breaks many models." + "reason": "Qwen3.5-35B chat crash and the broad 'v5 breaks too many models' complaint are not the same concrete bug." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing Qwen3.5MoeVisionConfig field and special_tokens list-key access error are different bugs." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "GLM-5 RoPE implementation and the 'racoon' issue do not match." + "reason": "Missing Qwen3_5MoeVisionConfig field and a special_tokens/list.keys error are different model/config issues." } ] }, @@ -19760,7 +19691,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:41669", "issue:42371", @@ -19813,6 +19744,7 @@ ], "soft_pairs": [ "issue:43673|issue:44492", + "issue:44485|issue:44961", "issue:43352|issue:44961", "issue:43525|issue:47110", "issue:44273|issue:45542", @@ -19829,278 +19761,290 @@ "issue:44485|issue:46664", "issue:44393|issue:45753", "issue:44393|issue:45071", - "issue:44295|issue:45230", "issue:44556|issue:45092", - "issue:44297|issue:45230", + "issue:44295|issue:45230", "issue:42371|issue:44492", + "issue:44297|issue:45230", "issue:45850|issue:47059", "issue:44246|issue:44273", "issue:46018|issue:46172", "issue:43408|issue:44315", "issue:44492|issue:45850", "issue:41669|issue:46218", - "issue:43976|issue:44393", "issue:44492|issue:46328", + "issue:43976|issue:44393", "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44908|issue:45071", "issue:41669|issue:45341", "issue:41669|issue:44351", - "issue:43298|issue:46095", "issue:43576|issue:44908", "issue:43576|issue:47176", - "issue:43976|issue:46218" + "issue:43976|issue:46218", + "issue:43298|issue:46095" ], - "prepared_review_unit_hash": "93366884b147c05427d5686c215bcfefc1b3a7d6eda0b619ae176d3877e85632", + "prepared_review_unit_hash": "66d96b628d2b69ef24279e82544cfa96e7e7952861717c232ae464514e856f35", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38445, - "estimated_input_tokens": 9612, - "estimated_eval_tokens": 19480 + "soft_pair_count": 39, + "serialized_chars": 38745, + "estimated_input_tokens": 9687, + "estimated_eval_tokens": 19630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues, many around v5 regressions and model-specific bugs. None of the soft pairs look like clear same-bug duplicates, so I reject all candidate edges.", - "confidence": 0.39, - "canonical_issue_reason": "No single duplicate hub stands out; issue 44556 is the broadest, most user-facing v5 checkpoint reload regression in the set and is the best representative issue.", + "summary": "This cluster is dominated by Transformers v5-era regression reports, especially config/loading/import/cache issues, but the proposed soft pairs are mostly only superficially similar and do not look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the best concrete representative of the recurring v5 compatibility/loading regression theme; it describes a specific, reproducible upgrade breakage rather than a vague or model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44556 is the strongest representative because it captures a broad, concrete v5 compatibility failure around reloading checkpoints, unlike the more model-specific or narrowly scoped reports.", + "best_issue_reason": "issue:44556 is the strongest triage anchor in this set because it is specific, user-facing, and central to the broader v5 breakage pattern, whereas many other issues are either too generic or unrelated subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache missing vs a cache-strategy typo; same vocabulary, different bug." + "reason": "Both mention cache-related terminology, but one is a chunked_prefill generation cache regression and the other is a typo in cache strategy docs/code; different bugs." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs an unrelated placeholder/nonspecific issue; no shared underlying bug." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron vs an unrelated placeholder issue title." + "reason": "Flash Attention support for Nemotron is unrelated to the other issue." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs special_tokens dict/list handling; different code paths." + "reason": "Missing pad_token_id in Llama4Config and a special_tokens/list attribute error are different code paths and failure modes." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression vs TensorFlow backend detection error; unrelated symptoms and fixes." + "reason": "Lazy loading regression and a TensorBoard/TensorFlow backend error are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug; no shared underlying defect." + "reason": "No meaningful overlap beyond generic model-issue wording; distinct models and symptoms." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init wiring vs FP8 inference on B200; different subsystems and failures." + "reason": "Liger Kernel model_init application and FP8 inference on B200 are separate implementation problems." }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Qwen2.5-VL video position IDs vs SmolVLM num_frames semantics; both multimodal, but not the same bug." + "reason": "Both concern vision/video models, but one is about wrong vision_position_ids and the other is about num_frames semantics; not the same bug." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/import behavior vs unsafe sys.modules access; different root causes." + "reason": "Import/lazy-loading performance and unsafe sys.modules access are related only at a high level, not the same concrete issue." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict loading error vs special_tokens structure error; unrelated load/save paths." + "reason": "State-dict loading failure after sorting vs special_tokens keys error are different failures." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Serialization inconsistency in tied weights vs generic checkpoint reload incompatibility; related area, but not the same concrete bug." + "reason": "Inconsistent lm_head.weight serialization and checkpoint reload incompatibility after v5 upgrade are adjacent but not the same root cause." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* cleanup/performance issue vs missing generation cache in chunked_prefill; different problems." + "reason": "Import * causing slow imports and a missing GenerationMixin cache during chunked_prefill are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure vs _tied_weights_keys list crash; different save-time code paths." + "reason": "Pipeline save_pretrained and tied-weight key handling are separate save/load bugs." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs broad v5 breakage claim; too general and not the same bug." + "reason": "Missing pad_token_idx in StableLmConfig is model-specific; 'v5 breaks too many models' is too broad to be the same bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config missing pad_token_id vs broad v5 breakage report; not a duplicate." + "reason": "Llama4 pad_token_id attribute error is a specific config regression, not the generic v5 breakage report." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs SmolVLM video-frame semantics; unrelated." + "reason": "RoPE implementation discussion and SmolVLM video-frame semantics are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bbox output issue in Qwen3-VL vs infinite loop on a specific image in Qwen3.5; different failure modes." + "reason": "Both are Qwen vision issues, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; different code-path symptoms." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output bug vs PretrainedConfig type-checking regression; unrelated." + "reason": "Qwen3-VL bbox output bug vs PretrainedConfig type-checking regression are unrelated." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "position_ids buffer access error vs generic 'Bug report' placeholder; no evidence of same bug." + "reason": "Both are v5 compatibility complaints, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2; not the same concrete bug." }, { - "left": "issue:44297", + "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "tokenizer.save_pretrained mismatch vs generic report placeholder; unrelated." + "reason": "Specific position_ids buffer access error vs a placeholder 'Bug report' issue; no evidence they are the same." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 configuration API change vs cache strategy typo; different areas entirely." + "reason": "TF32 settings guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to the generic bug report." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 regression complaint vs cli failure with huggingface_hub; no shared code-path." + "reason": "Generic v5 breakage complaint and a CLI incompatibility with huggingface_hub 1.22.0 are different issues." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdown sometimes vs lazy loading not working properly; possibly adjacent, but not clearly the same bug." + "reason": "Slow import sometimes and lazy loading not working are related at a broad level, but not the same underlying bug or fix." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared expert gating vs a tensor transpose issue; unrelated implementation bugs." + "reason": "DeepSeek-V4 gating logic and a tensor transpose/dtype issue are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker type warning vs Liger Kernel not applied with model_init; different components." + "reason": "Sam3 model-type warning and Liger Kernel model_init application are different subsystems." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo vs broad v5 breakage report; not the same underlying defect." + "reason": "A cache-strategy typo is not the same as a broad v5 regression complaint." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* performance cleanup vs module import failure for Qwen3_5ForCausalLM; unrelated." + "reason": "Import * performance regression and a missing Qwen3_5 symbol import error are different import problems." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL bounding-box hallucination; unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Typo in cache strategies vs SequenceFeatureExtractor.pad numpy/list performance issue; different code paths." + "reason": "Python version compatibility and a Qwen3-VL vision bug do not share a root cause." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests vs scheduler kwargs being ignored; unrelated test vs scheduler bug." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs not forwarded to cached_file vs inverse_sqrt scheduler kwargs ignored; both kwargs issues, but different APIs." + "reason": "AutoProcessor kwargs propagation and scheduler kwargs propagation are different APIs and bugs." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different subsystems." + "reason": "Scheduler kwargs bug and PretrainedConfig type checking regression are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-* cleanup/performance issue vs a small testing_utils bug; not the same bug." + "reason": "Import * usage in models and a testing_utils bug are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* cleanup/performance issue vs HybridCache import failure; unrelated." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio continuous batching support vs DeepSeek-V4 weight conversion question; different topics." + "reason": "Both involve imports, but one is import-time package size/performance and the other is a missing HybridCache symbol; different fixes." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "transformers env CLI breakage vs scheduler kwargs bug; unrelated." + "reason": "Broken transformers env command and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Broken env command vs shell-operator allowlist bypass security bug; different command-line paths and different severity." + "reason": "CLI env-command breakage and a shell-operator allowlist bypass are different problems, one functional and one security-related." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version compatibility regression vs module import error for Qwen3_5ForCausalLM; unrelated." + "reason": "Python-version compatibility and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different features with no shared bug." } ] }, @@ -20122,7 +20066,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:28348", "issue:29870", @@ -20182,8 +20126,8 @@ "issue:44861|issue:47110", "issue:45468|issue:46894", "issue:42913|issue:43066", - "issue:44360|issue:45468", "issue:44485|issue:47176", + "issue:44360|issue:45468", "issue:43976|issue:47177", "issue:43519|issue:44485", "issue:31795|issue:37428", @@ -20222,334 +20166,316 @@ "issue:29870|issue:31515", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "2fd0aa8e595b50afd22519a9f6cc183f077103b13d6432da86739ec5ad927ac5", + "prepared_review_unit_hash": "00c5c3062dfaa33bcbd2988459ae864c8cf77546667ec872ae65d7197100b811", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 47, - "serialized_chars": 40992, - "estimated_input_tokens": 10248, - "estimated_eval_tokens": 20752 + "serialized_chars": 40986, + "estimated_input_tokens": 10247, + "estimated_eval_tokens": 20750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated issues. There is some loose overlap around Flash Attention 2.0, tokenizer/model-loading regressions, and a few processor bugs, but none of the soft pairs look like the same concrete underlying bug or change. I would not merge any of the suggested pairs.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45250 is the broadest and most central Flash Attention 2.0 request in the set, so it is the best umbrella candidate among otherwise unrelated issues.", + "summary": "The cluster is mostly a loose mix of unrelated issue reports. The only plausible umbrella representative is the broad v5 regression report; the rest are too model-, subsystem-, or symptom-specific to serve as duplicates of one another.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models') and can represent the general v5 regression theme better than the highly specific bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45250 is the most representative high-level issue here; it is generic enough to cover the closest related flash-attention requests without overfitting to a specific model.", + "best_issue_reason": "issue:45850 best fits as the cluster representative because it captures the widest shared concern across several v5-related breakages, while the other issues are mostly isolated model- or component-specific defects.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45230", "right": "issue:45656", "accept": false, - "reason": "Generic bug-report placeholder versus a specific DeepSpeed optimizer-step bug; no shared code path." + "reason": "A generic bug report versus a specific DeepSpeed optimizer-step duplication bug; no same code path." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version incompatibility and shell allowlist bypass are unrelated problems." + "reason": "Python-version compatibility problem versus a shell-command allowlist bypass security issue; unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Docs confusion about forward inputs versus a tokenizer loading regression; different issues." + "reason": "Documentation confusion about forward inputs/past_key_values versus a tokenizer loading regression; different issues." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both involve processor calculations, but for different models and different bugs (timestamp vs padding)." + "reason": "Different processor bugs: timestamp calculation in Qwen3VL versus video padding calculation in SmolVLM." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to flash_attention_3 training degeneration." + "reason": "Liger Kernel application with model_init versus flash_attention_3 causing degenerate training; not the same change or failure mode." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Different AttributeErrors in different code paths; no evidence they are the same bug." + "reason": "Tied-weights key handling crash versus special_tokens list handling; different objects and code paths." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma audio positional encoding and CohereASR training loss shift are distinct model-specific bugs." + "reason": "Gemma audio positional encoding bug versus CohereASR training-loss double-shift bug; unrelated model logic." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer v5-related, but one is a broad behavior difference and the other is a decoder-type bug; not clearly the same fix." + "reason": "Both mention tokenizer behavior in v5, but one is a broad v4/v5 difference report and the other is a specific decoder-type issue; not enough evidence of the same bug." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44485", + "right": "issue:47176", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma audio positional encoding are unrelated." + "reason": "RoPE implementation bug versus shell command substitution allowlist bypass; entirely different subsystems." }, { - "left": "issue:44485", - "right": "issue:47176", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "RoPE implementation and shell command-substitution bypass are entirely different areas." + "reason": "DSA indexer activation detail versus Gemma audio positional encoding; unrelated." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version support and tar/zip slip security issue do not match." + "reason": "Python compatibility bug versus tar/zip-slip arbitrary file write security issue; unrelated." }, { "left": "issue:43519", - "right": "issue:44908", + "right": "issue:44485", "accept": false, - "reason": "Processor timestamp math versus scheduler kwargs handling are unrelated." + "reason": "Timestamp calculation in a processor versus GLM-5 RoPE implementation; different code paths." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation confusion and import error for flash support helper are not the same defect." + "reason": "Model.forward docs confusion versus an ImportError around flash-attention support; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are separate behaviors." + "reason": "Broken env command versus lazy loading malfunction; only broad v5-adjacent similarity, not the same bug." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation bug and archive path traversal are unrelated." + "reason": "Model RoPE implementation bug versus tar/zip-slip security flaw; unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are different subsystems." + "reason": "Lazy loading failure versus inverse_sqrt scheduler kwargs handling; different features." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation does not overlap with LR scheduler kwargs handling." + "reason": "Processor timestamp bug versus scheduler kwargs bug; no overlap in code path." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key handling and CLI completion breakage are unrelated." + "reason": "Weight-key crash versus CLI failure from huggingface_hub API change; different failures." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and VRAM leak in Qwen3ForCausalLM are not the same bug." + "reason": "Import-star performance cleanup versus VRAM leak in Qwen3ForCausalLM; unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and Qwen3_5ForCausalLM import failure are distinct issues." + "reason": "Broken transformers env command versus module import failure for Qwen3_5ForCausalLM; different surfaces." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model implementations and different failure modes." + "reason": "RoPE implementation versus Gemma audio positional encoding; not the same bug." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma audio positional encoding." + "reason": "CPU offload device mismatch versus Gemma audio positional encoding; unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance and VRAM leak are unrelated." + "reason": "TF32 behavior settings versus VRAM leak across dataloader threads; different concerns." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE implementation bug are not the same code-path." + "reason": "VRAM leak in multi-threaded use versus GLM-5 RoPE implementation; unrelated." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "General breakage report versus archive traversal security issue; no shared fix." + "reason": "Broad model-breakage regression versus a tar/zip-slip security issue; not the same underlying change." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad regression complaint and shell allowlist bypass are unrelated." + "reason": "General v5 regression umbrella versus command-substitution allowlist bypass; different security/functionality areas." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention 2 support request for Nemotron and tar-slip security bug are unrelated." + "reason": "Nemotron Flash Attention support gap versus tar/zip-slip security flaw; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network access and timestamp calculation are different bugs." + "reason": "Accidental network requests with local_files_only versus incorrect timestamp computation; unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Incorrect timestamp math and missing save_pretrained files are separate processor issues." + "reason": "Processor timestamp bug versus missing files on processor.save_pretrained; different parts of the API." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support while the other is a generic title; not enough to prove the same concrete change." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic topic stub; insufficient evidence they are the same concrete fix." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Different numerical precision/config issues in different model families." + "reason": "MLA q_a_layernorm precision/config issue versus Gemma audio positional encoding; unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 breakage and Qwen3_5 import failure are not the same underlying defect." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "RoPE implementation and audio positional encoding are distinct model components." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload mismatch and Gemma audio positional encoding are unrelated." - }, - { - "left": "issue:44230", - "right": "issue:43704", - "accept": false, - "reason": "FP8 support request and VRAM leak are different topics." + "reason": "Broad v5 breakage complaint versus a specific Qwen3_5 import failure; different concrete problems." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak and a testing_utils bug do not appear to share code." + "reason": "VRAM leak in model threading versus a testing_utils bug; unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support missing and module import failure are different problems." + "reason": "Flash Attention support missing for Nemotron versus Qwen3_5 import failure; different code paths." }, { - "left": "issue:44485", - "right": "issue:47177", + "left": "issue:44351", + "right": "issue:46218", "accept": false, - "reason": "RoPE implementation bug and archive traversal vulnerability are unrelated." + "reason": "HybridCache import failure versus Qwen3_5 module import failure; both are import errors but not the same missing symbol or module." }, { - "left": "issue:44829", + "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Flash_attention_3 training degeneration and chat template tool-call crash are unrelated." + "reason": "Tied-weights-key crash versus chat template/tool-call crash; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and processor save_pretrained missing files are not the same issue." + "reason": "FP8 support request versus missing processor save files; different feature areas." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0 support requests, but for different model classes and not clearly one fix." + "reason": "Both are Flash Attention 2.0-related, but they target different models and different support gaps; not the same concrete bug/change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and unrelated placeholder issue." + "reason": "Scheduler behavior bug versus an unrelated placeholder issue title; no relation." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Noise issue versus security vulnerability; no overlap." + "reason": "Placeholder issue title versus tar/zip-slip security bug; unrelated." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Noise issue versus shell-operator bypass vulnerability." + "reason": "Placeholder issue title versus command-substitution allowlist bypass; unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different problems." + "reason": "FP8 support request versus from_pretrained error for Qwen3.5 MoE; different topics." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies and unrelated placeholder issue." + "reason": "Typo in cache strategies versus unrelated placeholder issue; no overlap." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and unrelated placeholder issue." + "reason": "CLIPOutput attentions regression versus unrelated placeholder issue; not duplicate." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and import failure of layer_type_validation are unrelated." + "reason": "Slow checkpoint loading versus ImportError for layer_type_validation; different symptoms and fixes." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate UnboundLocalError and slow checkpoint loading are different bugs." + "reason": "BART generate() decoder_attention_mask bug versus slow from_pretrained loading; unrelated." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 VL/MoE support are different feature gaps." + "reason": "Continuous batching not supporting audio models versus FP8 inference support request; different model/runtime concerns." } ] }, @@ -20571,7 +20497,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-540", + "cluster_id": "cluster-10000-541", "nodes": [ "issue:30333", "issue:31515", @@ -20604,20 +20530,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "d20f50b41f79c41bd21f5bcf13cd297b3115d204b9dc367eede63343c88eaa18", + "prepared_review_unit_hash": "8674b3e22b599e39724e67ae51d6af6dd0a1f2b1dfcb42c464da7486a057fa05", "component_budget": { - "node_count": 540, - "item_count": 540, - "soft_pair_count": 1995, - "serialized_chars": 1033772, - "estimated_input_tokens": 258443, - "estimated_eval_tokens": 517142 + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 15, - "serialized_chars": 11766, + "serialized_chars": 11767, "estimated_input_tokens": 2942, "estimated_eval_tokens": 6140 }, @@ -20626,102 +20552,102 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated issue reports across training, loading, docs, tokenization, model architecture, and configuration. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43240 is the most concrete and broadly actionable report in the set, with the most inbound references; if one issue must anchor this cluster, it is the best fit.", + "summary": "These issues are not duplicates of one another; they span unrelated topics like MLflow reporting, checkpoint loading, docs wording, tensor-parallel training, tokenizer warnings, config typing, and model-specific implementation details.", + "confidence": 0.97, + "canonical_issue_reason": "No strong canonical issue: the set is too heterogeneous to represent one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the strongest representative: it describes a clear code-path bug rather than a typo/docs-only concern, and it appears to have the most external attention.", + "best_issue_reason": "No single issue is a good cluster representative; issue 43240 is the broadest/general bug report, but it still does not match the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-status reporting bug vs. slow from_pretrained checkpoint loading; different subsystems and symptoms." + "reason": "Different problems: MLflow failure reporting vs slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance issue vs tensor-parallel training bug; not the same failure mode." + "reason": "Checkpoint-loading performance and tensor-parallel training are separate code paths." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading speed complaint vs confusing forward docs; one is runtime performance, the other documentation." + "reason": "Checkpoint loading slowdown is unrelated to documentation confusion about forward inputs." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init_weights behavior vs RoFormer attention interface usage; unrelated model implementations and code paths." + "reason": "Mamba/Mamba-2 init weight behavior is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating; different models and bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig vs tokenizer regex warning after version change; unrelated issues." + "reason": "Config type-hint issue in ModernBERT is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both concern model/loss plumbing, but one is a specific ignore_value usage bug and the other is kwargs not being forwarded to loss calculation; not the same underlying bug." + "reason": "Both mention loss-related behavior, but one is ignore_value usage in Mask2Former and the other is kwargs propagation to loss; different fixes." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs forwarding bug vs RoFormer attention-interface issue; different code paths." + "reason": "Loss kwargs propagation and RoFormer attention-interface behavior are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former loss parameter bug vs tokenizer regex warning; no overlap in component or failure." + "reason": "Mask2Former loss handling is unrelated to tokenizer regex warning noise." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different models and different behaviors: ignore_value handling vs attention interface usage." + "reason": "Ignore_value handling in Mask2Former does not match RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former loss behavior vs a typo in quantization_operation text; unrelated." + "reason": "Mask2Former ignore_value bug and a quantization-typo issue are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type-hint mistake vs quantization typo; both are minor metadata/text issues but not the same one." + "reason": "ModernBERT norm_eps typing and a quantization-operation typo are different concerns." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding bug vs configuration type-hint error; separate bug classes." + "reason": "Loss kwargs forwarding bug is unrelated to a ModernBERT config type-hint typo." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT config typing; unrelated model details." + "reason": "Llama4 RMS-norm question and ModernBERT norm_eps typing are separate model/config issues." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Model loss parameter handling vs config type annotation; not the same issue." + "reason": "Mask2Former ignore_value handling is unrelated to ModernBERT config typing." } ] }, @@ -20754,52 +20680,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "47bb4026a7f0071b2f0c56946b80bdcff6b639e434cf50ec83bc65c0b3b5df0c", + "prepared_review_unit_hash": "861233ec7ea47dfb22776f2e115d8f3c3bcbb133454efea3476f54e4113fdb57", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one is about tokenizer truncation behavior, one about ReduceLROnPlateau-style scheduling, and one about Wav2Vec2 word offset extraction. They do not describe the same underlying bug or feature request.", + "summary": "The three issues are about different topics: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not look like duplicates, so no canonical issue emerges from this cluster.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster; the issues cover unrelated areas and solve different problems.", + "canonical_issue_reason": "No canonical issue: the titles and descriptions point to unrelated feature requests/questions in different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is heterogeneous rather than a duplicate set.", + "best_issue_reason": "Issue 11307 is the most concrete and discussion-heavy of the three, but it is still unrelated to the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation options and Wav2Vec2 word time offsets are unrelated feature requests with different code paths." + "reason": "Different requests: tokenizer truncation direction vs Wav2Vec2 word boundary offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Truncation-from-beginning and ReduceLROnPlateau-like scheduling address completely different components." + "reason": "Different topics: truncation option vs a ReduceLROnPlateau-like scheduler feature." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduling functionality and speech word offset timing are distinct, non-overlapping issues." + "reason": "Unrelated feature requests in separate areas: LR scheduling vs speech model time offsets." } ] }, @@ -20831,7 +20757,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "8552eca202f87740a5af003b4072b6d2bfd5d3f2b4818dd2c13143fd59ac31af", + "prepared_review_unit_hash": "2d3c9ffb90e1ea1404005ebf957c1534c918d2792c92472cd0cb10f2295f836c", "component_budget": { "node_count": 3, "item_count": 3, @@ -20853,24 +20779,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are all in the Transformers ecosystem, but they describe different problems: TAPAS tokenization mismatch, private-model auth/error messaging, and a generic BERT model-loading failure. I would not merge any pair as duplicates; issue 16618 is the broadest representative of the cluster\u2019s loose model-loading theme.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 16618 is the most general of the three and best matches the cluster\u2019s broad model-loading theme; the other two are narrower and clearly about different failure modes.", + "summary": "These look like three separate issues rather than one duplicate cluster: one tokenizer mismatch report, one private-model login/error-message report, and one generic model-loading failure for a public model. The only somewhat related pair is the two loading issues, but they describe different failure modes and targets.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 16618 is the broadest and most central user-facing failure in the set: the model cannot be loaded. It is more likely to represent the main problem than the narrower error-message complaint in 15980, while 13244 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the strongest representative because it is a user-facing model load failure, whereas 13244 is tokenizer-specific and 15980 is specifically about private-model download/auth messaging.", + "best_issue_reason": "Issue 16618 is the best representative because it captures the core symptom of a load failure rather than a secondary wording problem, and it is the most generally actionable of the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Reject: TAPAS tokenization differences are a tokenizer/implementation issue, while 16618 is a generic failure to load a BERT model. They are not the same underlying bug." + "reason": "Tokenizer mismatch vs model loading failure are different code paths and different symptoms; not the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Reject: 15980 is about an incorrect error message when downloading a private model without login; 16618 is a separate model-loading failure for a public model. Different cause and fix." + "reason": "Both involve model loading, but 15980 is specifically about a bad login/private-model error message, while 16618 is a generic inability to load bert-base-uncased; they do not clearly describe the same bug." } ] }, @@ -20916,12 +20842,12 @@ "issue:22352|issue:25725", "issue:22372|issue:25725" ], - "prepared_review_unit_hash": "28fd20179938c96502f9b30ebfa6ddbc7a036675d008116ab7939a4916426988", + "prepared_review_unit_hash": "f50041117775e9f2a230d3563d270debb69c9416c827f615484d75fc09031d71", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 8195, + "serialized_chars": 8196, "estimated_input_tokens": 2049, "estimated_eval_tokens": 4354 }, @@ -20929,7 +20855,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 8195, + "serialized_chars": 8196, "estimated_input_tokens": 2049, "estimated_eval_tokens": 4354 }, @@ -20938,78 +20864,78 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a false positive: the issues are about different model additions or feature requests, not the same underlying bug/change. None of the soft edges should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue exists here; the items request different models/features (EDSR/MDSR, VATT, FlexiBERT, Restormer, Meta-Transformer, D_Nikud, etc.) and do not describe the same problem.", + "summary": "These are not duplicate issues; they are separate feature requests for different models/tasks (super-resolution, audio/video-text, content modeling, finetuning, etc.). The soft similarities are mostly generic \"add model\" wording rather than the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for a duplicate set. If forced, issue 25725 ('Meta-Transformer') is the broadest title, but it is still a distinct request rather than a duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:19631", "right": "issue:22372", "accept": false, - "reason": "EDSR/MDSR and Restormer are different image restoration models; same broad domain, but not the same request." + "reason": "Both are model-addition requests, but EDSR/MDSR and Restormer are different image restoration architectures and distinct feature work." }, { "left": "issue:19631", "right": "issue:20362", "accept": false, - "reason": "EDSR/MDSR and FlexiBERT are unrelated model requests in different areas." + "reason": "EDSR/MDSR (super-resolution) and FlexiBERT are unrelated model requests with different domains and code paths." }, { "left": "issue:19865", "right": "issue:25725", "accept": false, - "reason": "VATT and Meta-Transformer are different architectures with no evidence of the same code path or change." + "reason": "VATT and Meta-Transformer are different models for different purposes; this is only broad NLP/multimodal similarity." }, { "left": "issue:19865", "right": "issue:22372", "accept": false, - "reason": "VATT and Restormer are separate model additions, not duplicates." + "reason": "VATT is a multimodal model request, while Restormer is an image restoration model request." }, { "left": "issue:20334", "right": "issue:22352", "accept": false, - "reason": "'longformer_content' and Whisper XVector finetuning are unrelated tasks/models." + "reason": "longformer_content and XVector finetuning are different tasks; one is a model/content request, the other is a finetuning workflow." }, { "left": "issue:20334", "right": "issue:20362", "accept": false, - "reason": "Longformer-content and FlexiBERT are different model requests." + "reason": "Longformer content and FlexiBERT are separate model additions, not the same underlying change." }, { "left": "issue:20334", "right": "issue:25725", "accept": false, - "reason": "Longformer-content and Meta-Transformer target different models/features." + "reason": "These mention different model families and likely different implementation work; similarity is too generic." }, { "left": "issue:20362", "right": "issue:25839", "accept": false, - "reason": "FlexiBERT and D_Nikud are distinct model additions with no shared underlying bug/change." + "reason": "FlexiBERT and D_Nikud are distinct model requests with no evidence they target the same feature." }, { "left": "issue:20362", "right": "issue:25725", "accept": false, - "reason": "FlexiBERT and Meta-Transformer are unrelated model requests." + "reason": "FlexiBERT and Meta-Transformer are different architectures; not the same concrete change." }, { "left": "issue:22352", "right": "issue:25725", "accept": false, - "reason": "Whisper XVector finetuning is not the same as adding Meta-Transformer." + "reason": "XVector finetuning and Meta-Transformer are unrelated requests; one is a workflow, the other a model add." }, { "left": "issue:22372", "right": "issue:25725", "accept": false, - "reason": "Restormer and Meta-Transformer are different models; no duplicate evidence beyond broad 'add model' similarity." + "reason": "Restormer and Meta-Transformer are different model additions for different domains, so they should not be merged." } ] }, @@ -21107,12 +21033,12 @@ "issue:47299|issue:47402", "issue:46226|issue:47299" ], - "prepared_review_unit_hash": "03cc2ddfa384ca34997e8c0de08d525e48e3607602eb4f715a47e3bc935652e3", + "prepared_review_unit_hash": "536b4f6c39dd90aeecbd39bde080874fb6befa48b6fde4ae7a94f68b139d4710", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 55, - "serialized_chars": 29306, + "serialized_chars": 29305, "estimated_input_tokens": 7327, "estimated_eval_tokens": 14910 }, @@ -21120,7 +21046,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 55, - "serialized_chars": 29306, + "serialized_chars": 29305, "estimated_input_tokens": 7327, "estimated_eval_tokens": 14910 }, @@ -21129,342 +21055,342 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous and appears to contain multiple unrelated themes: two architecture-support feature requests and a large set of i18n translation template issues. The soft similarities are mostly template-driven, not evidence of true duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to choose one issue as the anchor, issue 43834 is the most central representative of the dense i18n translation subgroup, but the overall cluster is not a true duplicate set.", + "summary": "This cluster is noisy: it mixes two unrelated feature requests (Flash Attention 2 vs GGUF support) with a large set of i18n translation requests that mostly share template boilerplate but target different languages. I do not see any true duplicate pair here.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 is the best single issue to represent the largest near-identical translation-template subgroup, though it should not be merged with the other language requests as duplicates.", + "best_issue_reason": "issue:43834 is the cleanest generic i18n template among the translation items, but it only represents that subcluster and is not a true duplicate anchor for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 support vs GGUF support for more architectures." + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support." }, { "left": "issue:26794", "right": "issue:44370", "accept": false, - "reason": "Both are i18n translation requests, but they appear to be separate language tasks rather than the same underlying issue." + "reason": "Both are translation-template issues, but they refer to different language requests, not the same change." }, { "left": "issue:26794", "right": "issue:44365", "accept": false, - "reason": "Same translation-program template, but no evidence it targets the same language or change." + "reason": "Same template, but different language-target translation request; not a duplicate underlying task." }, { "left": "issue:26794", "right": "issue:47402", "accept": false, - "reason": "Translation-template similarity only; likely a different language request." + "reason": "Shared i18n boilerplate is not enough; this is a distinct translation request." }, { "left": "issue:26794", "right": "issue:43834", "accept": false, - "reason": "Similar i18n template, but not enough evidence that these are the same translation task." + "reason": "Different language translation requests despite similar template wording." }, { "left": "issue:26794", "right": "issue:47299", "accept": false, - "reason": "Different translation request; similar formatting is not enough to call them duplicates." + "reason": "The titles/body pattern is similar, but the request is not clearly the same translation work." }, { "left": "issue:26794", "right": "issue:27088", "accept": false, - "reason": "Kannada vs Turkish translation requests are distinct issues." + "reason": "Different target languages (Kannada vs Turkish); not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language translation requests; only the template matches." + "reason": "Similar translation template, but not the same locale/request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Template overlap only; no concrete shared translation target." + "reason": "Different translation target; template similarity alone is not a duplicate." }, { "left": "issue:27088", "right": "issue:47402", "accept": false, - "reason": "Different i18n request, not the same underlying change." + "reason": "No evidence these describe the same language translation task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Same translation template, but separate language-specific issues." + "reason": "Both are i18n-style issues, but they are distinct translation requests." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic i18n template; not clearly the same issue." + "reason": "Both are docs translation issues, but for different languages and not the same change." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation issues are different language tasks." + "reason": "Turkish docs translation vs Spanish docs translation are separate tasks." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request; similarity is only in the issue template." + "reason": "Same broad i18n category, but different translation request." }, { "left": "issue:28936", "right": "issue:30240", "accept": false, - "reason": "Spanish vs Polish translation requests are distinct." + "reason": "Spanish vs Polish translation requests are unrelated duplicates." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language translation issues; no evidence of duplication." + "reason": "Different language translation tasks; no shared underlying fix/change." }, { - "left": "issue:27088", + "left": "issue:28936", "right": "issue:30191", "accept": false, - "reason": "Turkish translation vs Persian translation; separate issues." + "reason": "Spanish docs translation and Persian docs translation are distinct." }, { "left": "issue:26794", "right": "issue:30191", "accept": false, - "reason": "Kannada and Persian translation tasks are not the same change." + "reason": "Kannada translation request is separate from Persian translation request." }, { "left": "issue:30191", "right": "issue:30240", "accept": false, - "reason": "Persian vs Polish translation requests are distinct language tasks." + "reason": "Persian vs Polish translation requests are not the same issue." }, { "left": "issue:28936", "right": "issue:30191", "accept": false, - "reason": "Spanish and Persian translation requests are separate issues." + "reason": "Spanish and Persian translation requests are different work items." }, { "left": "issue:26794", "right": "issue:30240", "accept": false, - "reason": "Different target languages, so not duplicates." + "reason": "Kannada and Polish translation requests are distinct issues." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Polish translation request vs generic placeholder translation issue; no proof they are the same." + "reason": "Same docs-translation template, but different target language/request." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Polish vs another i18n template issue; similar structure only." + "reason": "Polish translation request is not the same as the other translation issue." }, { "left": "issue:30240", "right": "issue:47402", "accept": false, - "reason": "Different translation task, despite near-identical templated wording." + "reason": "Different translation locale; no concrete duplicate evidence." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Polish translation issue and a generic i18n placeholder are not enough to merge." + "reason": "Different translation requests despite similar template text." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs another i18n template issue; likely different language." + "reason": "Romanian translation request is separate from the other language request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Template overlap only; distinct translation requests." + "reason": "Different target language; not the same underlying change." }, { "left": "issue:38435", "right": "issue:47402", "accept": false, - "reason": "Romanian translation request is separate from the generic placeholder issue." + "reason": "Template similarity only; the translation task is distinct." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Different language tasks; not the same underlying issue." + "reason": "Romanian docs translation is not a duplicate of a generic translation template issue." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Romanian translation issue and the Thai-script issue are distinct." + "reason": "Different translation request; no evidence of the same locale or fix." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are templated i18n issues, but there is no evidence they refer to the same language." + "reason": "These are separate translation requests, not one concrete duplicate." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Near-identical template, but not enough to collapse separate translation requests." + "reason": "Same i18n boilerplate, but not the same language translation task." }, { "left": "issue:43834", "right": "issue:47402", "accept": false, - "reason": "Same template family only; likely different language target." + "reason": "No match on concrete translation target; similarity is only template-level." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Different underlying translation request, despite templated similarity." + "reason": "The wording is similar, but the issue content does not show the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "The issues look templated, but no evidence they are the same language or task." + "reason": "These are not clearly the same translation request; template overlap only." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Placeholder i18n titles only; not enough to show the same translation change." + "reason": "High textual similarity, but still appears to be separate language translation requests." }, { "left": "issue:44365", "right": "issue:47402", "accept": false, - "reason": "Same template, but likely different language requests." + "reason": "Different translation task; not enough evidence for a duplicate." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Distinct translation issue; template similarity is insufficient." + "reason": "No clear same-language/same-change match." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "No concrete sign these are the same translation task." + "reason": "Distinct translation issue; similarity is boilerplate-driven." }, { "left": "issue:44370", "right": "issue:47402", "accept": false, - "reason": "Templated i18n issues only; insufficient evidence of duplication." + "reason": "These look like separate locale-specific translation requests." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Different translation request, not the same underlying issue." + "reason": "No evidence these are the same underlying translation task." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Same template family, but likely separate language tasks." + "reason": "Template similarity is not enough to merge these as duplicates." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Different-language/locale-style issues; similarity is only superficial." + "reason": "The titles differ substantially and do not clearly describe the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Templated i18n issue vs Thai-script issue; no evidence of the same request." + "reason": "Different issue text and no concrete indication of the same translation change." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different content despite superficial template similarity." + "reason": "These do not look like the same underlying bug or change." }, { "left": "issue:46222", "right": "issue:47402", "accept": false, - "reason": "Separate translation requests; not the same underlying change." + "reason": "No reliable evidence that these are duplicate translation requests." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "No indication these are the same language translation task." + "reason": "The overlap is superficial; the requests are not clearly the same." }, { "left": "issue:46226", "right": "issue:47402", "accept": false, - "reason": "Different issues with only templated resemblance." + "reason": "Different text and no concrete duplicate signal." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Distinct Thai-language issues; not enough to merge as duplicates." + "reason": "These appear to be separate issues, not one merged request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different translation/localization request; similarity is not concrete duplication." + "reason": "No clear same-language or same-task match." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Template similarity only; likely separate topics." + "reason": "Similarity is boilerplate-level only; reject as duplicate." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "The titles are generically similar, but the issues appear to be different requests." + "reason": "Generic template similarity does not establish the same underlying issue." }, { "left": "issue:46931", "right": "issue:47402", "accept": false, - "reason": "Different translation issues; no evidence they are the same change." + "reason": "These titles do not indicate the same translation change." }, { "left": "issue:47299", "right": "issue:47402", "accept": false, - "reason": "Different language/localization issues, not the same underlying request." + "reason": "Shared i18n-style wording, but not the same concrete request." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Separate issues with only superficial textual similarity." + "reason": "Different content and no strong evidence of duplication." } ] }, @@ -21494,12 +21420,12 @@ "soft_pairs": [ "issue:30396|issue:31103" ], - "prepared_review_unit_hash": "5ff1df7fc293c7b99c7336f46903d747fb1c290894c97d33aa3f6bb72c125b26", + "prepared_review_unit_hash": "8b0009c33a3bf43b9297ec57d034b0c5990435c4aa9a59642b95480e92c1eda6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, + "serialized_chars": 1539, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21507,7 +21433,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, + "serialized_chars": 1539, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21516,27 +21442,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are closely related HelpingAI requests, but the packet only provides titles and soft similarity. That is not enough to conclude they are the same underlying request; #31103 could be an implementation/integration task rather than the specific model-addition request in #30396.", - "confidence": 0.55, - "canonical_issue_reason": "#30396 is the clearer and more specific request title, so it is the better representative of the cluster if these are grouped at all.", + "summary": "Both items are feature-request issues about HelpingAI additions, but they do not clearly describe the same concrete change: one requests a specific model release, the other asks to add a HelpingAIForCausalLM class. They are related, but not duplicates with enough certainty.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 30396 is the more specific and descriptive request, so it best serves as the representative issue if these were to be grouped.", "canonical_pr_reason": null, - "best_issue_reason": "#30396 is the best issue to surface because it names the concrete HelpingAI-3B-v2.2 request more explicitly than #31103, while still avoiding overclaiming that the two are definite duplicates.", + "best_issue_reason": "30396 has the clearest concrete scope and naming; 31103 reads like a follow-up or variant request rather than the same exact change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30396", "right": "issue:31103", "accept": false, - "reason": "The titles are similar, but we only have soft similarity and no body/link evidence. #31103 may be an implementation or integration task related to #30396 rather than the same exact request, so this edge should stay rejected." + "reason": "Related HelpingAI feature requests, but they target different additions and do not clearly represent the same underlying bug or code change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary goes a bit beyond the packet evidence. We only have titles and a soft-similarity signal, so saying both issues are the same underlying feature request is stronger than warranted. In particular, issue 31103 (\u201cAdd HelpingAIForCausalLM to it\u201d) could be an implementation/integration task related to, but not necessarily the same as, the specific model request in 30396. The soft-edge verdict should stay more conservative unless the bodies or links confirm the match." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21639,244 +21562,244 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "5cafd11c891e9c8332d2c75ac8473c79f8421e6ef7b923b1e76a3e1c20c98db6", + "prepared_review_unit_hash": "865a0ee663b8b742263259d08485cb4fe8d652d630d239bf0d8d05467b1b1527", "component_budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33618, - "estimated_input_tokens": 8405, - "estimated_eval_tokens": 17066 + "serialized_chars": 33616, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33618, - "estimated_input_tokens": 8405, - "estimated_eval_tokens": 17066 + "serialized_chars": 33616, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model requests across vision, audio, NLP, keypoint matching, and config/model-architecture updates. The soft similarities are mostly driven by generic 'add/support model' wording, not the same underlying change, so none should be deduplicated.", + "summary": "This cluster is mostly a loose set of model-request issues with overlapping wording (\u201cAdd\u201d, \u201csupport\u201d, \u201cmodel\u201d) but different concrete models and tasks. I don\u2019t see any soft pair that is the same underlying change, so all soft edges should be rejected.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated requests across keypoint matching, vision-language models, audio ASR/TTS, OCR, and BERT-style configs, so there isn\u2019t one duplicate thread to anchor on.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:36879 is a decent hub because it is a concrete model-add request with multiple soft links, but it is not a true cluster-wide canonical since the items are heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint-related, but RoMa matcher vs LoMa detector+matcher are different model requests and code paths." + "reason": "Different models and scope: RoMa matcher vs LoMa detector+matcher." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matching and MiniCPM3 architecture are unrelated model additions." + "reason": "Different tasks/models: keypoint matching vs MiniCPM3 architecture support." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config and DEIMv2 are different models with different integration work." + "reason": "Config entry for EuroBert is unrelated to adding DEIMv2." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are different model families and modalities." + "reason": "EuroBert config vs Qwen3-TTS support are different model changes." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model requests are unrelated." + "reason": "Different model families: EuroBert vs RF-DETR." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert and XiaoMi MiMo are distinct model additions." + "reason": "EuroBert config request is unrelated to XiaoMi MiMo." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models, not the same change." + "reason": "Both are model additions, but RF-DETR and DEIMv2 are distinct architectures and code paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different modalities and code paths." + "reason": "Detection model request vs audio model request; not the same change." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated model requests." + "reason": "RF-DETR vs weight-sparse transformer are different model features." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." + "reason": "RF-DETR detector and Qwen3-ASR are unrelated models/tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision detector request is unrelated to Qwen3-TTS audio support." + "reason": "RF-DETR detection vs Qwen3-TTS support are different concrete requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + "reason": "NeoBERT addition is unrelated to Qwen3-ASR support." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity/weight-sparse transformer are different architectures and requests." + "reason": "NeoBERT model addition vs sparse-transformer request are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different modalities and model families." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT and LLMDet are distinct models; not the same underlying change." + "reason": "NeoBERT addition is not the same as adding LLMDet." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are distinct model requests with different implementations." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet support and MiniCPM3 architecture are different integration efforts." + "reason": "LLMDet support is unrelated to MiniCPM3 architecture support." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet and Qwen3-ASR are different model requests." + "reason": "LLMDet and Qwen3-ASR are different models and code paths." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet and Qwen3-TTS are unrelated model families and tasks." + "reason": "LLMDet vs Qwen3-TTS are unrelated model-support requests." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet and ModernVBERT are different model additions." + "reason": "LLMDet model support is not the same as ModernVBERT models." }, { "left": "issue:40330", "right": "issue:42503", "accept": false, - "reason": "open-qwen2vl-base and ModernVBERT are different models despite both being vision-language oriented." + "reason": "open-qwen2vl-base and ModernVBERT are different vision-language models." }, { "left": "issue:40330", "right": "issue:43671", "accept": false, - "reason": "open-qwen2vl-base and Qwen3-TTS are different tasks and implementations." + "reason": "Qwen2-VL base model request vs Qwen3-TTS support are unrelated." }, { "left": "issue:40330", "right": "issue:42954", "accept": false, - "reason": "open-qwen2vl-base and XiaoMi MiMo are unrelated requests." + "reason": "open-qwen2vl-base is unrelated to XiaoMi MiMo." }, { "left": "issue:40330", "right": "issue:46653", "accept": false, - "reason": "open-qwen2vl-base and Mirko Privitera are clearly unrelated." + "reason": "A model request and a person-named issue are not the same underlying change." }, { "left": "issue:40330", "right": "issue:42738", "accept": false, - "reason": "open-qwen2vl-base and BERT-like models with RoPE are not the same change." + "reason": "Qwen2-VL base model and BERT-like RoPE support are different requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated model requests." + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request target different model families." + "reason": "MiniCPM3 and weight-sparse transformer are different model changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are different additions." + "reason": "MiniCPM3 architecture support is not the same as ModernVBERT models." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated models and modalities." + "reason": "DEIMv2 addition vs Qwen3-TTS support are different model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct BERT-like model requests, not the same underlying change." + "reason": "NeoBERT and ModernVBERT are different BERT-family additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + "reason": "ModernVBERT models vs Qwen3-ASR are unrelated model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS support are unrelated." + "reason": "BERT-like models with RoPE and Voxtral TTS target different model families/tasks." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and generic BERT-like RoPE support overlap in theme but not in concrete requested model or code path." + "reason": "ModernVBERT model support and generic RoPE support are not the same concrete change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "RoPE BERT-like models and XiaoMi MiMo are different requests." + "reason": "BERT-like RoPE support is unrelated to XiaoMi MiMo." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "RoPE BERT-like models and Mirko Privitera are unrelated." + "reason": "RoPE-enabled BERT-like models and a person-named issue are unrelated." }, { "left": "issue:42954", @@ -21888,139 +21811,139 @@ "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet and XiaoMi MiMo are unrelated model requests." + "reason": "LLMDet support is unrelated to XiaoMi MiMo." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are different models and modalities." + "reason": "MiMo model support is unrelated to Qwen3-TTS." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are unrelated additions." + "reason": "ModernVBERT and XiaoMi MiMo are distinct model requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling tasks but different concrete model support changes." + "reason": "Both are Qwen3-related, but TTS and ASR are different concrete model capabilities." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS support are different TTS model requests, not the same change." + "reason": "Qwen3-TTS and Voxtral TTS are different models, not one shared fix." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and code paths." + "reason": "TTS support vs DeepSeek-OCR2 are unrelated model changes." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated." + "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families." + "reason": "Qwen3-ASR support and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." + "reason": "ASR support and weight-sparse transformer are different code paths." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and integrations." + "reason": "Audio-model support vs SAM3-LiteText are different requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink option are unrelated changes." + "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are different model requests." + "reason": "Weight-sparse transformer request is unrelated to EUPE." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 architecture support and Voxtral TTS are different models." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS support are different audio tasks and models." + "reason": "Qwen3-ASR and Voxtral TTS are different audio model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support are unrelated." + "reason": "NeoBERT addition is unrelated to Voxtral TTS support." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet and Voxtral TTS support are unrelated." + "reason": "LLMDet support is not the same as Voxtral TTS." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different tasks/models." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both research-model requests but they are different architectures and not the same change." + "reason": "EUPE and TIPSv2 are both vision-language-ish, but they are distinct model requests with different implementations." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + "reason": "MiMo model support and a person-named issue are unrelated." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are unrelated." + "reason": "ModernVBERT models and a person-named issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and a person-named issue are unrelated." } ] }, @@ -22050,7 +21973,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "ff253ac42ef146eecdef940b866acab7b560f5c710b0b89b8bc205c74141006b", + "prepared_review_unit_hash": "2d22ddf26dbedaf629bd5ca0365faa6edf74615790897a3a4b00d98a5c04d4a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -22072,18 +21995,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a documentation request to add Pruna as an optimization framework, while the other is a technical Vision RoPE refactor. They describe different domains and different kinds of work.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a clear canonical duplicate of the other; they are unrelated topics.", + "summary": "The two issues are unrelated: one requests documentation for the Pruna optimization framework, the other is a vision RoPE refactor. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the better standalone representative because it is a concrete technical refactor, whereas #38740 is only a docs request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38740", - "right": "issue:46443", + "left": "[DOCS] Add `pruna` as optimization framework", + "right": "Vision RoPE refactor", "accept": false, - "reason": "Different subject matter: documentation/integration request versus Vision RoPE refactor. No shared code path or duplicate bug/change." + "reason": "Different subject areas and different change types: a docs request about an optimization framework versus a model architecture refactor. They do not describe the same underlying bug or change." } ] }, @@ -22113,12 +22036,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "805f5e6ae6c5faac6369a1ab9f78c2ba41f4c3adf5f109176fe01434bb549a60", + "prepared_review_unit_hash": "14565ca5f4a770d9f65b196fffebfc2ee2493c28b408a00e3508bd5edcaabaa1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22126,7 +22049,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22135,8 +22058,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates. \"Set Block Decoding\" is about a decoding behavior/code-path change, while \"DeepSeek v3.2 support\" is a model-specific support request. The soft similarity is superficial only.", - "confidence": 0.98, + "summary": "The two issues are about different topics: block decoding versus DeepSeek v3.2 support. They should not be treated as duplicates or clustered together.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -22146,7 +22069,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests with no clear shared bug or change: block decoding behavior vs support for a specific model version." + "reason": "Different underlying requests: one concerns block decoding, the other asks for DeepSeek v3.2 support. No clear same-bug/same-change overlap." } ] }, @@ -22176,7 +22099,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "7d815a7c8c225ccd997c83281b525450975b799b60552b007900e98e34e26afd", + "prepared_review_unit_hash": "f2d9799e20530254e70c778ca78127239775e88a3f1e3568a50aa31ecf9293f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22198,18 +22121,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate enhancement issues: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other asks for integrating TiledMLP to reduce memory footprint. They target different components and underlying changes.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request about exposing a specific `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss.", + "summary": "These are both optimization-related feature requests, but they target different model components and different implementations: one is about enabling TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy in from_pretrained(), while the other requests integrating TiledMLP for lower memory use. They are not the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 41306 is more specific and actionable: it names the exact feature flag/path (`from_pretrained()`), the exact component (TiledFusedLogitsLoss / FLCE), and likely a concrete integration point.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the better representative because it has a clear API change request and is more self-contained than the broader TiledMLP integration idea.", + "best_issue_reason": "Issue 41306 is the better canonical issue because it is narrower and more clearly tied to a single code path, making it easier to track and implement independently.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: one is an API flag for loading a specific loss module, the other is a separate memory-optimization integration for TiledMLP. They are not the same bug or change." + "reason": "Both are memory/performance oriented, but they concern different modules and different changes. There is no indication they are the same bug or that one PR could plausibly fix both." } ] }, @@ -22239,12 +22162,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2f974ed6de37fd502ef86a0974cd99d68f65403edcd22ff7e38d07dd8d9aa2a0", + "prepared_review_unit_hash": "a512a54ec062b5d68e2837a17c937bb50203437c2d9ebdefae5a40840ee129a9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -22252,7 +22175,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -22261,18 +22184,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are about Trainer extensibility, but they describe different bugs: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are related, not duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43598 is the better representative because it targets a concrete, user-facing Trainer behavior change (`remove_unused_column`) with a clear code path to adjust.", + "summary": "The two issues are not about the same underlying problem: one is about `remove_unused_column` behavior in `Trainer`, while the other is about FLOPS estimation for custom trainers. They may both involve Trainer internals, but the concrete bugs/feature requests differ.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is slightly stronger as the canonical issue because it is more specific and actionable; 43600 is a separate accounting/metrics problem.", + "best_issue_reason": "No clear canonical issue for this pair; if forced to pick an anchor, issue #43598 is the more specific Trainer-behavior request, but it does not subsume #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems: one concerns automatic column removal in Trainer, the other concerns FLOPS counting for custom trainers. They share the Trainer/customization theme but are not the same fix." + "reason": "Different concrete concerns: `remove_unused_column` customizability vs FLOPS estimation for custom trainers. Same subsystem, but not the same bug or change." } ] }, @@ -22302,7 +22225,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "185c61c718d6759947d1a5ae4055f36cffe5bbb86191d90cd467c15145281425", + "prepared_review_unit_hash": "18c6c821cbe25340ca1da48e5b52132103a664319931d8dfe4ab005fe6df21de", "component_budget": { "node_count": 2, "item_count": 2, @@ -22324,18 +22247,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level: both ask for additional AutoModel support for Qwen variants, but they target different model families and different integration points. They should not be treated as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43684 is the broader request about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, so it is the better representative of the general auto-model registration theme.", + "summary": "These are related to Qwen model support, but they target different integration gaps: one is general AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other is AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational request and is the better cluster representative if one must be chosen; it concerns model registration in core AutoModel APIs rather than a single task head.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the most general and central issue in this pair; 44405 is a separate, more specific request for AutoModelForSequenceClassification on Qwen3.5.", + "best_issue_reason": "Issue #43684 is the best representative issue because it is the most general API-registration request in the set and is cleaner as a cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying change requests: Qwen3-Omni auto-registration for generation vs Qwen3.5 sequence-classification support. Same broad subsystem, but not the same bug or mergeable fix." + "reason": "Different concrete requests: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They involve different model families and different API heads, so they should not be merged as duplicates." } ] }, @@ -22372,7 +22295,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "579ff5b772d133b7198f701664453049b4c2fb926cd0bf1491b931b6e28f11bd", + "prepared_review_unit_hash": "343c485be380cd0231a41ff11fe44059e7af1980e8fc0996dd475c5f9d010df2", "component_budget": { "node_count": 4, "item_count": 4, @@ -22394,48 +22317,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are extremely sparse issue reports: one unrelated title ('Fett') and three near-identical 'huggingface ' issues with no actionable body detail. There is not enough evidence to confidently confirm true duplicates beyond superficial title similarity.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43845 is the earliest of the repeated 'huggingface ' reports and the cleanest anchor for the cluster, but the report text is too thin to establish more than superficial similarity.", + "summary": "Three issues share the same very generic title \"huggingface\" and likely belong together, but the available evidence is too thin to safely collapse any pair as definite duplicates. The \"Fett\" issue looks unrelated.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports, so it is the best canonical placeholder if these are later confirmed duplicates. Issue 43835 has a different title and does not fit the same topic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best representative issue because it is an early instance of the repeated title pattern; however, all of the issues are too under-described to be strong canonical candidates.", + "best_issue_reason": "43845 is the strongest representative in this set: earliest creation time among the matching titles and no competing detail suggesting another issue is more informative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface ') and no body detail or shared targets to show the same underlying bug." + "reason": "Different titles and no body details tying them to the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no substantive content linking them to the same problem." + "reason": "Different titles and no evidence beyond generic similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no actionable description to justify a duplicate relationship." + "reason": "Different titles; insufficient evidence they describe the same issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "The titles are the same, but both reports are too vague to confirm the same concrete issue with confidence." + "reason": "Identical generic title, but no description or target details to confirm the same bug." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Only superficial title similarity is present; the bodies are too sparse to prove the same bug." + "reason": "Same broad title only; body evidence is too sparse to safely mark as duplicates." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Only repeated generic title text is shared; there is no evidence of the same underlying issue." + "reason": "Same broad title only; cannot verify a shared underlying issue from the available data." } ] }, @@ -22480,106 +22403,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2cb9c05df8cf46a86091e92c74ac9b80e9f4d9448f1511c77a578075d0e26401", + "prepared_review_unit_hash": "913cc16d6e9f6518de7d744a2dfa129bfd8952edc7ec01f44477317d6c0a2db0", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly spam/generic placeholder issues with no concrete shared bug or change. The pairwise similarity is superficial and does not justify deduplication; no soft edges should be merged.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly low-signal/spam-like issues with only superficial title similarity; there is no clear true duplicate set to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If a canonical issue must be chosen, 44371 is the earliest exact-match '' placeholder among the repeated spam-like reports, but the cluster does not form a coherent duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the least-noisy and most actionable-looking item, but it is still too vague to serve as a real canonical issue.", + "best_issue_reason": "44371 is the best representative only in the narrow sense that it is an exact-title duplicate of the other '' issues and is the earliest of that subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders with no describable underlying problem; no concrete duplicate signal." + "reason": "Same placeholder title, but no body details, targets, or evidence that they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same generic spam pattern; no evidence they report the same issue." + "reason": "Identical spam title alone is not enough; these look like separate low-effort reports rather than one bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a vague documentation suggestion; not the same underlying bug/change." + "reason": "One is a spam placeholder and the other is a generic documentation suggestion; no shared concrete problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. vague community tip; no shared concrete problem." + "reason": "Different titles and no supporting details tying them to the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. an unrelated titled issue; similarity is too weak for a duplicate." + "reason": "The titles are unrelated; only weak keyword similarity is present." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation request and spam placeholder are not the same change." + "reason": "Generic documentation suggestion versus spam placeholder; not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond being low-information issues." + "reason": "No concrete overlap beyond both being low-information issues." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence of a shared underlying bug or requested change." + "reason": "Both are titled '', but there is no evidence they refer to the same report or code path." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. community benchmark tip; too vague to merge." + "reason": "Different titles and no shared issue specifics." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No concrete shared issue or code path is evident." + "reason": "No substantive evidence of a shared bug or request." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Generic placeholder and benchmark tip are not duplicates." + "reason": "A spam placeholder and a community benchmark tip are not the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No substantive evidence of the same underlying problem." + "reason": "The titles and apparent intents differ completely." } ] }, @@ -22609,50 +22532,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f08750887a30026e629dd9363cb31605d6cebf6f3797312257b92a9cff0998c1", + "prepared_review_unit_hash": "f0f6d761e0d558eeed5ffb996eace7f0f2c03d2396c4ee66e758cb5b473afd00", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These closed issues look like likely duplicate / very similar reports: they share the same title, have similar body lengths, and there is no filenames/targets metadata to distinguish them. #45145 is the best canonical issue because it was opened earlier and already has an inbound reference.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was opened slightly earlier and already has an inbound reference, making it the most natural anchor for a likely-duplicate issue pair.", + "summary": "The earlier issue, 45145, remains the best canonical record, but the pair should not be treated as a confirmed duplicate on the evidence shown. The only signal is title/text similarity, so this is at most a soft match.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45145 is earlier and already has inbound reference activity, so it is the better canonical issue to retain.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best issue representative because it is the earliest report and already has an inbound reference; the other issue appears to be a very similar duplicate report.", + "best_issue_reason": "issue:45145 is the strongest issue for the cluster because it is the earliest established report and already has reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and very similar report size, with no differing filenames or explicit targets; this supports treating them as likely duplicate / very similar reports, though not as proven identical." + "accept": false, + "reason": "Same title and moderate text overlap suggest possible duplication, but there are no explicit links, shared targets, or other deterministic signals. The evidence supports only a likely-duplicate/soft similarity judgment, not a confirmed duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports a likely duplicate relationship, but the writeup is too strong in places. We only have same title, similar body length, no filenames/targets, and a soft-similarity signal; we do not have direct evidence that the bodies are \u201ceffectively identical\u201d or that the content is \u201chighly overlapping.\u201d Please downgrade the summary and soft-edge language to something more conservative like \u201clikely duplicate / very similar reports.\u201d" + "feedback": "The canonical choice is grounded, but the duplicate verdict is a bit too strong for the evidence shown. The packet only supports a soft similarity match: same title and moderate text similarity (jaccard ~0.63), with no explicit links or stronger deterministic signal. Saying the bodies are \"very similar\" and treating them as definitively duplicate overstates the evidence. A more conservative verdict would be \"likely duplicate\" or rejected pending stronger corroboration." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -22729,40 +22652,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "10aaabfe4079087e968315c4156f28829abc0088e84080201515fd6e449b0849", + "prepared_review_unit_hash": "685bb86d624037361765868076b3dad96606ae4c5feac960b2b4fbfab687d9d3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated person-name titles and no body or linkage; they do not look like duplicates of the same underlying bug or request.", + "summary": "The two issues are just separate person-name/date entries with no shared subject matter or actionable bug report, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a meaningful canonical representative here because the two issues are unrelated and appear to be non-technical spam/placeholder entries.", - "best_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates, no shared context, body, or explicit linkage; not the same underlying issue." + "reason": "Different names and dates only; no indication they describe the same bug, request, or target." } ] }, @@ -22792,7 +22715,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "0b7efa2185c5fbfe0024b6a94a19276470f6603c78b6a6abbc8798ae65b5ed1e", + "prepared_review_unit_hash": "07db7ef5493b6a394b8ca9808ba52b24f22511e5bdac1077da824ed2088567e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22814,18 +22737,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look like unrelated spam-like entries: each is just a different personal name plus a date, with no bug-report context. They should not be treated as duplicates.", + "summary": "The two closed issues are unrelated personal-name/date posts with no shared topic, code path, or explicit linkage, so they should not be deduplicated.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items have different names/dates and no shared problem description.", + "canonical_issue_reason": "No canonical issue: neither item appears to be a duplicate of the other; they are separate, unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best representative; if forced, 45764 is only marginally earlier, but neither issue is a meaningful cluster anchor.", + "best_issue_reason": "Neither issue is a strong canonical choice because they do not describe the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: different personal-name/date strings with no evidence of the same underlying bug or change." + "reason": "The titles are unrelated and there is no evidence of the same underlying bug or change." } ] }, @@ -22855,7 +22778,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "159856e189840e7da83d431707305e047e4210335189f2735c48a10d8698071d", + "prepared_review_unit_hash": "50e8aa324aa74032ef05ccb5c03b39a16fd4bd0c4edfb458c14117356406dfa4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22877,18 +22800,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model, the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46295 is the stronger standalone tracker in this pair because it has broader scope and more inbound attention, but it is not a duplicate of 45810.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests and code paths: model-class support for token classification vs training precision/FP8 support." + "reason": "Different requests in different areas: model-classification support vs FP8 training support. No shared code path or concrete duplicate target." } ] }, @@ -22928,91 +22851,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "8e013e0a5b70691c570b48ca71e33f00ae88ff6b547342bffef112dbcfd60e42", + "prepared_review_unit_hash": "3d60bbe35b0ca2da76463ce9c9376b4ca025cebf549f9805e2ffbeb9ce3c327b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two exact duplicate pairs and three distinct financial/DataForge-related issues. Accept the two exact-duplicate pairs (45870/45871 and 45872/45873); reject the cross-pair similarity matches and the dataset-vs-example match.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45870 is the best canonical issue for its duplicate pair because 45871 is identical, and 45870 is the earlier report with a clear, specific title.", + "summary": "The cluster splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related and should stay separate. There is no strong evidence for one canonical issue across the full cluster, so the safe triage is two duplicate pairs rather than one merged group.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45870 is the strongest issue representative in this cluster because it is an exact duplicate target with the cleanest, earliest metadata; the other issues are thematically related but not the same underlying request.", + "best_issue_reason": "No single best global representative is supported for the whole cluster; the evidence points to two separate exact-duplicate pairs, with 45869 as a distinct related item.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifacts: a dataset bundle offer vs a DataForge prediction example. Same financial theme, but not the same issue." + "reason": "Same broad financial/data theme, but the dataset bundle request is a different artifact and scope than the example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifacts: a dataset bundle offer vs a DataForge prediction example. Shared topic is too broad to treat as duplicates." + "reason": "Related topic only; the dataset listing is not the same underlying issue as the example proposal." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate pair: identical title and matching metadata/body length, so they appear to describe the same underlying issue." + "reason": "Exact same title and same apparent example request; these are duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related DataForge financial content, but one is a prediction example and the other is a scraping-service request; not the same underlying issue." + "reason": "Both mention DataForge, but one is an example request and the other is a scraping-service/time-series request; different underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related DataForge financial content, but one is a prediction example and the other is a scraping-service request; not the same underlying issue." + "reason": "Different requested feature and scope; not the same change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related financial/DataForge topic, but these describe different concrete requests: prediction example vs scraping service." + "reason": "Same as the 45870/45872 comparison: related domain, but distinct request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related financial/DataForge topic, but these describe different concrete requests: prediction example vs scraping service." + "reason": "Related only by product area; the requested functionality differs." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate pair: identical title and matching metadata/body length, so they appear to describe the same underlying issue." + "reason": "Exact same title and same apparent feature request; these are duplicates." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are the only pairs with identical titles and equal body lengths, while the remaining cross-pair matches are only broad soft similarities and are conservatively rejected. The canonical choice of the earlier report in each duplicate pair is also reasonable." + "accept": false, + "feedback": "The duplicate-pair summary is mostly grounded, but the analyst overstates evidence in the representative/canonical reasons. The packet does not support claims like 45872 having the \u2018fuller title/body\u2019 or being the \u2018clearest, most specific scope,\u2019 and the choice of 45872 as the best global representative is not evidenced. The soft-edge verdicts for 45870/45871 and 45872/45873 are plausible, but the unsupported canonicalization makes the overall result too strong." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23036,40 +22959,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "54a71e62c711c52c0a1ef241f1d7049bc492260affb82df3347e253e3f45ec33", + "prepared_review_unit_hash": "21f66fb1fa68c0e17dea6ce0b8ee7fd15315eb93a1ab19a6fa027d816fd45e4a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5 failures, but they report different concrete breakages: one is an `early_initialization` shape corruption leading to `RuntimeError`, the other is a missing `linear_attention` cache path causing `KeyError`. Related area, but not the same underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it names the more specific mechanism (`early_initialization`) and the observed failure mode, making it a stronger anchor for the static-cache/linear-attention bug family.", + "summary": "Both issues are about static-cache handling around `linear_attention`, but they describe different failure modes and one is model-specific, so I would not merge them as duplicates with high confidence.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 46439 is the broader, more root-cause-oriented report: it describes static-cache `early_initialization` corrupting linear-attention layers, which can plausibly explain downstream crashes in specific models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative of the cluster because it describes the broader root-cause-style failure, while 46441 looks more like a specific downstream symptom for a particular model/configuration.", + "best_issue_reason": "46439 is the best representative issue because it frames the bug at the mechanism level rather than a single model symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Do not merge: both touch static cache and linear attention, but the reported problems differ materially (`RuntimeError` from shape corruption vs `KeyError` for missing `linear_attention`). They are related symptoms, not clearly the same defect." + "reason": "They share the static-cache/linear-attention theme, but the reported symptoms differ materially: wrong shapes leading to `RuntimeError` versus a `KeyError: 'linear_attention'` in Qwen3.5. That is not enough evidence that they are the same underlying bug." } ] }, @@ -23099,7 +23022,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "90927896cee9f5f7dc604b7b3b5cec7fb0dd1a8150dc5d519a23a627d018c754", + "prepared_review_unit_hash": "591e74aa7fb01f9d8fd23bb9ca239dd8d71a5c63ff91ee10ec490be63f57bc9a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23121,27 +23044,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be duplicates: they have identical titles, the same body length, and strong soft-similarity around the same Wav2Vec2CTCTokenizer v5 bug affecting get_special_tokens_mask and convert_ids_to_tokens. The packet does not prove the body text is exactly identical, but it is still strong duplicate evidence.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46552 is the better canonical target because it reports the same bug as #46551 and has slightly higher discussion/inbound reference activity, making it the more central duplicate thread.", + "summary": "The two items are near-exact duplicates: same title, same underlying Wav2Vec2CTCTokenizer v5 special-token bug, and no distinguishing evidence. They should be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it has more inbound references and slightly more discussion activity, suggesting it is the more visible/original thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best representative for the cluster because it fully captures the underlying tokenizer bug and has the stronger conversation/reference signal.", + "best_issue_reason": "issue:46552 best represents the duplicate cluster since it appears to have more traction and likely already serves as the main discussion point for this bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Accept: identical titles, equal body length, and explicit soft-similarity indicate the same underlying issue report, even though exact body text identity is not proven." + "reason": "Exact same title and same described tokenizer bug; clearly the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate conclusion is supported, but the summary overstates the evidence by saying the issues have identical bodies. The packet directly shows identical titles, equal body length, and strong soft-similarity, but not the exact body text. The canonical/best issue choice is otherwise reasonable given the higher discussion and inbound reference activity on #46552." + "accept": true, + "feedback": "Grounded and conservative: the two issues have identical titles, identical body length, and very similar activity, with issue:46552 having more inbound references/discussion, so the canonical choice is adequately supported. The soft-edge duplicate verdict is also well supported by the packet evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23165,12 +23088,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "5ad904b4ded6bb59f98ffb382a2902d3dee2f20ffdd08438530ae47e673b0ad3", + "prepared_review_unit_hash": "925c04de4bfa4f1bc79c9a1b39b1d0c69b051a5bc0007ccce5db129abd5eec73", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -23178,7 +23101,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -23187,18 +23110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are only loosely related by being training-time problems in detection models, but they describe different failure modes: a tensor size mismatch versus an out-of-memory condition after several epochs. They do not look like duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46657 is the better canonical issue because it reports a concrete, specific runtime error during object detection training, making it the clearer representative bug report.", + "summary": "These two issues are both about object detection training, but they describe different failure modes: one is a tensor size mismatch error, the other is GPU memory exhaustion after several epochs. They do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46657 is the better anchor because it describes a concrete, reproducible training error with a clear symptom; #46692 appears to be a different runtime failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the best issue overall because it is more specific and actionable; #46692 appears to be a different symptom and likely a different underlying problem.", + "best_issue_reason": "#46657 is the strongest issue to keep as the representative item since it is more specific and actionable, while #46692 is a separate OOM report rather than the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: the reported failures are different in kind and likely in root cause. #46657 is a tensor shape/size mismatch, while #46692 is an out-of-memory issue after some epochs during RT-DETR v2 training. Same broad training area, but not the same bug." + "reason": "Different underlying problems: tensor shape mismatch vs out-of-memory during later training epochs. Same broad training area, but not the same bug." } ] }, @@ -23228,7 +23151,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "363c1012dd0fe4dff99ea18c9847c533e833f7660c7272e19152d112f3343f37", + "prepared_review_unit_hash": "709ad9b8d791283115df1c04159dd3827eb525f5c361a08ae6fcdabe7a5ea98c", "component_budget": { "node_count": 2, "item_count": 2, @@ -23250,18 +23173,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-loading bugs: one about ZeRO-3 zero.Init failing to partition a composite multimodal submodule and causing OOM, and one about 4-bit auto device mapping sending a model to CPU despite sufficient memory. They do not look like duplicates or the same underlying fix.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46822 is the more concrete, unresolved bug report with a specific ZeRO-3 partitioning failure and clear OOM symptom.", + "summary": "These two issues describe different bugs: one is a ZeRO-3 partitioning/OOM problem during multi-GPU load of a composite model submodule, and the other is a 4-bit + device_map='auto' dispatch error where max_memory is ignored and modules are sent to CPU. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative issue must be chosen, 46822 is the more specific and actionable report, and it is still open; 46823 is a separate, already-closed 4-bit dispatch bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best representative issue in this cluster because it has a precise failure mode and is still open.", + "best_issue_reason": "46822 is the better cluster representative because it describes a concrete ZeRO-3 failure mode in detail and is the more active open report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different subsystems and failure modes: ZeRO-3 partitioning/OOM vs 4-bit device_map auto-placement/CPU dispatch ValueError. They are not the same underlying bug." + "reason": "Different underlying problems and code paths: ZeRO-3 composite submodule partitioning/OOM vs 4-bit auto device_map respecting max_memory. Same broad model-loading area, but not the same bug." } ] }, @@ -23365,8 +23288,8 @@ "issue:47227|issue:47377", "issue:47227|issue:47256", "issue:47182|issue:47309", - "issue:47309|issue:47419", "issue:47227|issue:47279", + "issue:47309|issue:47419", "issue:47182|issue:47227", "issue:47227|issue:47265", "issue:47419|issue:47442", @@ -23383,7 +23306,7 @@ "issue:47377|issue:47406", "issue:47279|issue:47406" ], - "prepared_review_unit_hash": "9c801eb099da9facd78e6b528c9faf210229be344cd8e81e82ef3d9a80c41e0b", + "prepared_review_unit_hash": "4b59eb43eb285ba41f3cd1663ae75d1081a71737a612cd763ea23ba826e0c679", "component_budget": { "node_count": 23, "item_count": 23, @@ -23405,432 +23328,432 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a date-stamped series of [serge] integration failure triage issues. They look like recurring daily reports, not duplicate incidents, so the soft similarity links should not be merged.", - "confidence": 0.92, - "canonical_issue_reason": "If a single representative is needed, issue 47442 is the strongest anchor: it is the most recent open triage report and has strong inbound reference activity. But the cluster itself is a recurring series, not one duplicate bug.", + "summary": "This cluster is a sequence of dated \u001b[serge] integration failure triage\u001b[0m issues with highly similar templates, but they appear to be separate daily trackers rather than true duplicates of one underlying bug. The latest open issue is the best live representative, but I did not accept any soft duplicate edges.", + "confidence": 0.87, + "canonical_issue_reason": "47442 is the latest open triage issue and has strong inbound activity, so it is the best single live tracker if this series must be consolidated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47442 is the best overall representative because it is current, open, and appears to be the active landing point for later references.", + "best_issue_reason": "47442 is the most current and actionable issue in the series; it best represents the ongoing triage thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same template and subsystem, but different dates imply separate triage reports rather than the same underlying failure." + "reason": "Same dated triage template, but no evidence they describe the same failure; likely separate daily reports." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "These are adjacent daily triage issues, not evidence of one identical bug instance." + "reason": "High textual similarity from the recurring template, but these look like different daily triage entries." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different report dates; this looks like recurring monitoring output, not a duplicate issue." + "reason": "Template overlap only; no concrete sign of a shared underlying bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same recurring triage series, but no sign of the same concrete incident." + "reason": "These are date-stamped triage issues, not clearly the same incident." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Separated by several days and likely different failures; too weak for duplicate merge." + "reason": "Similar boilerplate, but the dated triage reports likely correspond to different runs/failures." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Highly similar titles, but they are date-specific triage entries for different days." + "reason": "Recurring daily triage template only; insufficient evidence of the same bug." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same recurring triage pattern, but not the same underlying bug report." + "reason": "Looks like consecutive triage reports, not a duplicated issue." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Different dates and likely different integration runs; not a duplicate." + "reason": "No concrete evidence beyond shared template text." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Recurring report series only; no concrete shared incident identified." + "reason": "Different dated triage tickets; similarity is procedural, not bug-specific." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same title family, but different day-specific triage issues." + "reason": "These appear to be separate daily integration failure reports." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Adjacent daily reports, but still separate triage artifacts." + "reason": "Adjacent triage issues, but no clear shared failure signature is visible." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "The similarity is template-level; the dated reports are distinct." + "reason": "The overlap is mostly the repeated triage template, not a proven duplicate bug." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same recurring triage series, but no evidence they describe one identical failure." + "reason": "Same series pattern, but not enough evidence they track the same underlying failure." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different dates and separate integration triage entries." + "reason": "Likely separate daily triage entries with similar wording." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Date-stamped daily triage reports; not the same bug." + "reason": "No concrete duplicate evidence beyond the shared title pattern." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same broad topic, but these are separate daily triage issues." + "reason": "Date-stamped reports from different days; treat as distinct unless failure details match." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Recurring triage template only; no shared concrete failure shown." + "reason": "Looks like recurring triage boilerplate, not the same underlying issue." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Similar report family, but different incident dates." + "reason": "Adjacent daily reports; no proof of a single shared bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Daily triage issues should not be merged on title similarity alone." + "reason": "High similarity from the template, but not enough to merge as duplicates." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Different dates and likely different integration failures." + "reason": "Separate triage runs for different dates; same subsystem mention is not enough." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Looks like the same recurring report template, not a duplicate bug." + "reason": "These read as daily status issues, not duplicate bug reports." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Separate daily triage artifacts, not one underlying issue." + "reason": "Same recurring triage format, but no evidence of the same failure condition." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Same recurring integration triage series; no concrete duplicate signal." + "reason": "Likely different daily reports, despite near-identical titles." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Different report dates; insufficient evidence of one merged incident." + "reason": "Template similarity only; no concrete shared bug indication." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Similar subsystem and title, but not the same dated report." + "reason": "These are separate daily triage issues, not clearly the same incident." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Adjacent daily triage issues, but still distinct reports." + "reason": "Consecutive triage entries, but the title similarity is boilerplate-driven." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Template similarity only; these are separate daily triage entries." + "reason": "No evidence they target the same code-path problem." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Different days in the same triage series, not the same bug." + "reason": "Shared template only; do not merge without explicit matching failure details." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same recurring report pattern, but not a duplicate incident." + "reason": "Different dated tracker issues, likely separate integration failures." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "No evidence they refer to one specific failure; just repeated triage." + "reason": "Similarity comes from the repeated triage form, not a confirmed duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No shared concrete failure is evident from the metadata provided." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Date-specific reports from the same series should remain separate." + "reason": "Date-sequenced triage reports; insufficient evidence of one underlying bug." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Recurring triage issues, but not the same underlying problem." + "reason": "These look like separate daily integration failure triage tickets." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Similar text, different daily report context." + "reason": "Same repetitive triage title pattern, but not the same issue." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "These are sequential daily triage issues, not one duplicated bug report." + "reason": "Even with very high textual similarity, these are still date-specific triage issues without shared failure evidence." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Same report template, but distinct dated incidents." + "reason": "Daily triage entries; no concrete proof of a single duplicate bug." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "High text similarity is just the daily triage format; do not merge." + "reason": "Looks like consecutive report templates, not one merged incident." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "Different dates and likely different failure snapshots." + "reason": "Same recurring integration-triage series, but not clearly the same underlying failure." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "Same recurring integration triage series, but not the same concrete issue." + "reason": "No explicit linkage or failure signature showing a duplicate." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Adjacent daily reports, but no shared underlying bug is shown." + "reason": "These appear to be separate daily tracker issues with shared boilerplate." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "These are separate day-by-day triage artifacts." + "reason": "High similarity is explained by the repeated template, not a shared bug." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Same family of reports, but different dates and likely different incidents." + "reason": "Consecutive triage reports, but not enough to treat as duplicates." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Recurring triage entry, not a duplicate fix target." - }, - { - "left": "issue:47102", - "right": "issue:47256", - "accept": false, - "reason": "Too far apart in date and context to be the same underlying bug." + "reason": "Likely different daily integration failure snapshots." }, { - "left": "issue:47182", - "right": "issue:47265", + "left": "issue:47309", + "right": "issue:47377", "accept": false, - "reason": "Both are triage reports, but separate daily instances." + "reason": "Date-stamped triage issues; do not merge on title similarity alone." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "The similarity is only the shared reporting template." + "reason": "Same series format, but no evidence of the same underlying problem." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Different days in a recurring triage series." + "reason": "These look like separate daily triage tickets, not duplicates." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Same subsystem and title, but not the same incident." + "reason": "Title/body template overlap only; no concrete shared failure details." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Recurring daily triage issue, not a duplicate bug." + "reason": "Not enough evidence that they describe the same code-path issue." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "Date-stamped reports should remain distinct unless they name the same failure." + "reason": "Recurring triage boilerplate does not establish a duplicate." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Same report pattern, but separate triage entries." + "reason": "Different daily reports; similarity is procedural." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "No evidence these point to one concrete code-path problem." + "reason": "No explicit issue target or failure signature tying them together." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Adjacent daily reports, but not duplicates." + "reason": "Looks like separate daily integration-failure triage entries." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same recurring integration triage format; different dates." + "reason": "Same subsystem and title pattern, but not the same underlying bug." }, { - "left": "issue:47309", - "right": "issue:47377", + "left": "issue:47227", + "right": "issue:47279", "accept": false, - "reason": "These are sequential daily reports, not one merged failure." + "reason": "Highly similar template, but distinct dated tracker issues." }, { - "left": "issue:47182", - "right": "issue:47227", + "left": "issue:47309", + "right": "issue:47419", "accept": false, - "reason": "Only title/template similarity; different daily incidents." + "reason": "These are daily triage reports; no evidence they should be merged as duplicates." }, { - "left": "issue:47227", - "right": "issue:47279", + "left": "issue:47182", + "right": "issue:47227", "accept": false, - "reason": "Recurring triage series, but not the same bug." + "reason": "No concrete duplicate signal beyond the shared triage wording." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Date-specific reports with no shared concrete failure evidence." + "reason": "Separate reports from different dates; not the same bug by available evidence." }, { "left": "issue:47419", "right": "issue:47442", "accept": false, - "reason": "Same series, but the open report is a later day and should not be merged as a duplicate." + "reason": "Both are date-specific triage issues, and the metadata does not show a single shared failure." }, { "left": "issue:47377", "right": "issue:47419", "accept": false, - "reason": "Recurring daily triage issues, not the same underlying incident." + "reason": "Similarity is caused by the recurring template, not a confirmed duplicate." }, { "left": "issue:47377", "right": "issue:47442", "accept": false, - "reason": "Different report dates; title similarity alone is insufficient." + "reason": "No concrete evidence of the same underlying integration failure." }, { "left": "issue:47279", "right": "issue:47419", "accept": false, - "reason": "Separate daily triage artifacts from the same reporting stream." + "reason": "Different daily triage entries; do not collapse without matching failure details." }, { "left": "issue:47406", "right": "issue:47419", "accept": false, - "reason": "Same triage template, but distinct day-specific issues." + "reason": "Title similarity alone is not enough to mark these as duplicates." }, { "left": "issue:47279", "right": "issue:47442", "accept": false, - "reason": "No indication these are the same concrete bug or change." + "reason": "These appear to be separate dated trackers in the same series." }, { "left": "issue:47227", "right": "issue:47442", "accept": false, - "reason": "Later report in the same series, but not a duplicate of the earlier one." + "reason": "No evidence of the same concrete bug or change." }, { "left": "issue:47390", "right": "issue:47419", "accept": false, - "reason": "Recurring integration triage entries; different dates and likely different failures." + "reason": "Recurring daily triage pattern only; no duplicate proof." }, { "left": "issue:47390", "right": "issue:47406", "accept": false, - "reason": "High similarity comes from the common triage template, not a shared bug." + "reason": "These look like adjacent daily reports, not one merged issue." }, { "left": "issue:47390", "right": "issue:47442", "accept": false, - "reason": "Distinct daily reports; do not collapse them into one issue." + "reason": "Same triage template, but not the same underlying incident." }, { "left": "issue:47406", "right": "issue:47442", "accept": false, - "reason": "Same recurring triage series, but separate report instances." + "reason": "No shared explicit target or concrete failure signature." }, { "left": "issue:47377", "right": "issue:47406", "accept": false, - "reason": "Different dates in the same recurring triage stream." + "reason": "Date-stamped triage tickets; similarity is boilerplate-driven." }, { "left": "issue:47279", "right": "issue:47406", "accept": false, - "reason": "Template similarity only; no concrete duplicate evidence." + "reason": "Not enough evidence they refer to the same bug." } ] }, @@ -23862,7 +23785,7 @@ "issue:47377|issue:47390", "issue:47227|issue:47390" ], - "prepared_review_unit_hash": "f9f22b33a22607112efa27ee138c67acb3c96440ed100fcb1347fc572d15cfe2", + "prepared_review_unit_hash": "21611e5ea3577015ff560c3c1ddc962066c2ba9366d0307ec5a7ce5101f4a052", "component_budget": { "node_count": 23, "item_count": 23, @@ -23884,24 +23807,24 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These look like recurring daily triage issues for serge integration failures, not the same underlying bug. They share a template-like title but have different dates and no linking evidence.", - "confidence": 0.76, - "canonical_issue_reason": "Issue #47377 is the best representative because it has the highest inbound reference count and matches the recurring triage pattern.", + "summary": "All three items are recurring Serge integration-failure triage reports with the same template but different dates, so they should be kept separate rather than deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate issue here: each ticket is a distinct dated triage report ([serge] integration failure triage - 2026-07-09/16/17) rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "#47377 is the strongest issue to keep as the cluster representative; the set appears to be multiple dated triage reports rather than duplicates of one defect.", + "best_issue_reason": "issue:47377 is the best representative only as a midpoint triage report with the highest inbound references, but it is still not a canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47377", "right": "issue:47390", "accept": false, - "reason": "Same triage template, but the dated titles indicate separate daily reports with no evidence of a single shared failure." + "reason": "Same triage template and subsystem, but different dates and different triage instances; not the same underlying issue." }, { "left": "issue:47227", "right": "issue:47390", "accept": false, - "reason": "Highly similar wording, but these are date-specific triage issues and not clearly the same underlying bug or change." + "reason": "These are separate dated integration-failure triage reports, not one bug report duplicated across time." } ] }, @@ -23931,7 +23854,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "dd0d5445b1451e992dea6e9d12c26018b3c612d4cb70f30963dff3aabb9b1563", + "prepared_review_unit_hash": "0e1b80a42ec263481e488aa24278cc0a18d630be00eb530c4761d270f0883c44", "component_budget": { "node_count": 2, "item_count": 2, @@ -23953,28 +23876,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are highly similar requests for RWKV7 model support, likely describing the same feature request, but the evidence is only soft similarity and does not justify a definitive duplicate call. No PRs are present in the cluster.", - "confidence": 0.88, - "canonical_issue_reason": "#46984 is the better canonical issue because it has the same title as #46983 and slightly more discussion activity, making it the more established representative thread.", + "summary": "These two closed issues are a strong dedupe candidate for the same request: identical title, very high textual similarity, and no conflicting metadata. #46984 looks like the better canonical thread because it has slightly more discussion activity.", + "confidence": 0.96, + "canonical_issue_reason": "#46984 is the better canonical issue because it appears to be the more active discussion thread for the same RWKV7 model support request.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the strongest representative for the cluster since it matches the shared RWKV7 support request exactly and has a bit more activity.", + "best_issue_reason": "#46984 is the best overall issue candidate for deduping since it matches the same request exactly and seems to be the richer thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", - "accept": false, - "reason": "The issues are very similar and appear to request the same RWKV7 support, but the packet only provides soft-similarity evidence and deterministic_accept is false, so this should be treated as likely related rather than a definitive duplicate." + "accept": true, + "reason": "Same title and very high similarity strongly indicate the same underlying feature request for RWKV7 support." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly grounded, but the verdict is a bit too strong. The packet only provides soft-similarity evidence between the two issues, and deterministic_accept is false, so calling them definitive duplicates overstates the evidence. It would be safer to say they are highly similar / likely the same request for RWKV7 support. The canonical issue choice is reasonable based on slightly higher discussion activity, and the note that there are no PRs is supported." + "feedback": "The packet supports that these two closed issues have identical titles and very high similarity, so they are plausible duplicates of the same feature request. However, the summary overstates the evidence by calling them a \"duplicate report\" and \"the same duplicate report\"; the packet does not show explicit duplicate metadata or linkage. The soft-edge acceptance is mostly conservative, but the canonical/duplicate phrasing should be toned down to \"likely same request\" or \"strong dedupe candidate.\"" }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -23997,7 +23920,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "1022a6665bf08a9a4f44330a44d99756406279f02c764c91bb4f6866dc70a13a", + "prepared_review_unit_hash": "52500bc14aaec3cdb92963f11076f8d8a9f4e70ea4d40870317301080b8d310f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24019,18 +23942,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are broad, essay-like posts about AI-driven vulnerability discovery, but they do not describe a concrete shared bug or code change. They are thematically related rather than clear duplicates, so the soft pair should be rejected.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 47015 is the more general, umbrella-style title and reads like the cleaner representative of the topic cluster.", + "summary": "Both issues are closed and discuss AI-driven cybersecurity/vulnerability discovery at a high level, but they read like separate article/topic submissions rather than the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "None of the issues clearly represents a duplicate of the other; they overlap only in broad subject matter, not in a specific actionable defect or request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the best representative because it is broader and more directly names the underlying subject matter without the extra 'lessons from using advanced LLMs' framing.", + "best_issue_reason": "Issue 47015 has the cleaner, more general title and is slightly better as the representative of the broad topic, but it is not a strong duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles overlap on AI-based vulnerability discovery, but there is no concrete bug, code path, or explicit shared change. These look like related high-level writeups, not the same underlying issue." + "reason": "They share a broad AI/cybersecurity theme, but the titles and descriptions suggest different writeups/topics rather than the same concrete bug, feature, or code-path change." } ] }, @@ -24060,12 +23983,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "16883a79be63f75afdb2e5e8500d5b1b44df2c5d04bc4c09e79d439424a74ec3", + "prepared_review_unit_hash": "c40b8aa194c581ecb9d40d936d6ad74df3232ad773549fdc5dce43cc5f038502", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -24073,7 +23996,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -24082,24 +24005,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two items are effectively duplicate issues with identical titles and near-identical bodies about the same /v1 base_url routing bug in transformers chat management endpoints.", + "summary": "The two open issues are effectively duplicates: same title, same apparent description, and no distinguishing metadata beyond minor reference counts. Keep the earlier, more-referenced issue as canonical.", "confidence": 0.99, - "canonical_issue_reason": "Issue 47138 is the better canonical issue because it was created slightly earlier and has more inbound references, while describing the same problem as 47139.", + "canonical_issue_reason": "Issue #47138 is slightly better to keep as canonical because it was created first and has more inbound references, while #47139 appears to be the same report.", "canonical_pr_reason": null, - "best_issue_reason": "47138 is the strongest single issue representative of this bug due to earliest creation time and slightly higher discussion/reference activity.", + "best_issue_reason": "#47138 is the best representative for this duplicate cluster: earliest created, same title/body, and marginally higher inbound attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title, same apparent body length/content, and the same underlying routing bug; these are duplicates of one issue." + "reason": "Same title and likely same underlying bug report; no evidence of a distinct issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: both issues have identical titles, identical body length, and a soft-similarity score of 1.0, with only a small difference in creation time and inbound references. The duplicate verdict and canonical choice are conservative enough for the available evidence." + "feedback": "Grounded overall: the packet shows identical titles, identical body length, very close creation times, and a soft-similarity signal of 1.0, which supports treating them as duplicates. The canonical choice of the earlier issue with slightly more inbound references is also conservative. If anything, wording like \"same title/body\" should be read as \"likely same report,\" but that does not rise to a rejection." }, "evaluator_used": true, "retried": false, @@ -24118,7 +24041,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-82", + "cluster_id": "cluster-40546-83", "nodes": [ "pull_request:43251", "pull_request:43254", @@ -24126,7 +24049,6 @@ "pull_request:45157", "pull_request:46196", "pull_request:46266", - "pull_request:46395", "pull_request:46836", "pull_request:46903", "pull_request:46912", @@ -24156,18 +24078,19 @@ "pull_request:47284", "pull_request:47291", "pull_request:47292", + "pull_request:47294", "pull_request:47301", "pull_request:47336", "pull_request:47357", "pull_request:47360", "pull_request:47374", - "pull_request:47383", "pull_request:47384", "pull_request:47395", - "pull_request:47420", "pull_request:47422", "pull_request:47446", - "pull_request:47447" + "pull_request:47447", + "pull_request:47449", + "pull_request:47450" ], "soft_pairs": [ "pull_request:43251|pull_request:43254", @@ -24177,6 +24100,7 @@ "pull_request:46903|pull_request:47395", "pull_request:47268|pull_request:47284", "pull_request:47173|pull_request:47284", + "pull_request:47284|pull_request:47449", "pull_request:47202|pull_request:47204", "pull_request:47204|pull_request:47374", "pull_request:47284|pull_request:47292", @@ -24186,358 +24110,326 @@ "pull_request:47202|pull_request:47360", "pull_request:47108|pull_request:47360", "pull_request:47105|pull_request:47129", - "pull_request:47077|pull_request:47212", "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", "pull_request:47301|pull_request:47360", + "pull_request:47360|pull_request:47450", "pull_request:47360|pull_request:47447", - "pull_request:47360|pull_request:47383", "pull_request:47384|pull_request:47447", "pull_request:44775|pull_request:47275", "pull_request:47166|pull_request:47173", "pull_request:47291|pull_request:47384", "pull_request:47077|pull_request:47275", "pull_request:47336|pull_request:47446", + "pull_request:47294|pull_request:47450", "pull_request:47275|pull_request:47301", "pull_request:47422|pull_request:47446", "pull_request:47216|pull_request:47275", "pull_request:46912|pull_request:47284", - "pull_request:47163|pull_request:47284", - "pull_request:46196|pull_request:47202", "pull_request:46912|pull_request:47179", "pull_request:47204|pull_request:47357", - "pull_request:46196|pull_request:47210", + "pull_request:46196|pull_request:47202", + "pull_request:47166|pull_request:47449", "pull_request:46836|pull_request:47202", "pull_request:47003|pull_request:47204", + "pull_request:46196|pull_request:47210", "pull_request:47093|pull_request:47275", "pull_request:45157|pull_request:47093", "pull_request:46995|pull_request:47163", - "pull_request:47163|pull_request:47173", - "pull_request:47108|pull_request:47420", - "pull_request:45157|pull_request:46395", - "pull_request:46836|pull_request:47275" + "pull_request:47163|pull_request:47173" ], - "prepared_review_unit_hash": "443f7bb7a59e01c9385e3c858c203d0d89d3c3072b4513b98c4c3bab5d827a39", + "prepared_review_unit_hash": "a75fd85656e9e398ef173f0438de1851c0bc561df9a4413e4a8305747de49c59", "component_budget": { - "node_count": 82, - "item_count": 82, - "soft_pair_count": 227, - "serialized_chars": 282833, - "estimated_input_tokens": 70709, - "estimated_eval_tokens": 141674 + "node_count": 83, + "item_count": 83, + "soft_pair_count": 230, + "serialized_chars": 287236, + "estimated_input_tokens": 71809, + "estimated_eval_tokens": 143874 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 125413, - "estimated_input_tokens": 31354, - "estimated_eval_tokens": 62964 + "soft_pair_count": 44, + "serialized_chars": 126191, + "estimated_input_tokens": 31548, + "estimated_eval_tokens": 63352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster with several unrelated PRs. Only a few edges look like true duplicates: the fixed_cross_entropy kwargs fixes, and the CohereASR/PPFormulaNet training-loss double-shift fixes. Most other pairs are same broad area or just docs/tests, not the same underlying change.", - "confidence": 0.47, + "summary": "The cluster is mostly a grab-bag of unrelated PRs. I only see one clear duplicate pair around `fixed_cross_entropy` kwargs forwarding, plus one plausible duplicate sub-pair around the same training-loss double-shift fix in the ASR/formulaNet family. Everything else is too broad or touches different code paths to merge as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "If forced to pick one PR representative, 47090 is the strongest canonical candidate among the genuine duplicates: it addresses the same concrete double-shift loss bug, covers the affected ASR-related models more broadly, and has the clearest issue linkage/tests.", + "canonical_pr_reason": "`pull_request:43251` is the cleanest canonical PR for the `fixed_cross_entropy` kwargs fix: it directly targets issue 43240 and includes the full functional change in one place.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best standalone PR in the cluster because it is a concrete code fix for a real bug, not just docs/tests, and it is the most complete version of the actual duplicate group here.", + "best_pr_reason": "There is no single PR that represents the whole mixed cluster. If forced to pick one, `pull_request:47090` is the strongest substantive representative of the training-loss double-shift subcluster because it applies the fix across multiple affected model variants and is the broadest version of that change.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying cross-entropy kwargs bug in the same helper; both patch the same code path and could be merged into one PR." + "reason": "Same `fixed_cross_entropy` kwarg-forwarding bug in the same file; `43254` is essentially the same fix with equivalent signature changes." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same training-loss double-shift bug in the same model family; 47090 is the broader version of the same fix." + "reason": "Same double-shift training-loss bug in the CohereASR/PPFormulaNet path; `47090` is a superset that extends the same fix to additional model variants, so they could be combined." }, { "left": "pull_request:47090", "right": "pull_request:47395", "accept": false, - "reason": "Different models and different loss paths; both are double-shift fixes, but not the same code-path problem." + "reason": "Both are loss-shift fixes, but they affect different concrete model code paths (`CohereASR` vs `GitForCausalLM`), so they are not the same PR." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR/PPFormulaNet double-shift loss bug; these are alternative implementations of the same fix." + "accept": false, + "reason": "Same model family and same symptom, but the patches are competing implementations for the same lines rather than a single mergeable change." }, { "left": "pull_request:46903", "right": "pull_request:47395", "accept": false, - "reason": "Different model family and unrelated loss logic; shared theme is too broad to treat as duplicate." + "reason": "Same high-level bug class, but different model and different training-loss implementation; not a duplicate code-path fix." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated failing tests in different model families; no shared underlying bug." + "reason": "Unrelated failing tests in different models (`zaya` vs `mimo_v2_flash`)." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Both are test-only changes, but for different models and different failures." + "reason": "Different test failures in different model families; only both are test updates." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47449", + "accept": false, + "reason": "Different model test fixes (`mimo_v2_flash` vs `qwen3_omni_moe`), no shared underlying bug." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch Docker/CI, but one drops a builder and the other adds exporter dependencies; not the same change." + "reason": "One removes a workflow, the other adds exporter test dependencies; both are CI-related but not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Executorch Docker test deps versus exporter docs; related ecosystem, but different artifacts and goals." + "reason": "Different scopes: Docker image dependencies vs exporter docs/architecture docs." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test fixes with no shared code path or bug." + "reason": "Both are XPU/test adjustments, but for different models and unrelated failures." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder pin comment cleanup is unrelated to removing the CPU/light docker builder." + "reason": "Docs pin-comment cleanup vs docker workflow removal; no shared bug or change." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese doc edits, but one is a translation PR and the other is wording cleanup; not the same underlying change." + "reason": "Overlapping Japanese doc edits, but the PRs have different goals (DistilBERT docs vs wording cleanup) and are not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Exporter Docker image dependencies versus exporter code fixes; related area, but not one mergeable bug fix." + "reason": "Different exporter/CI work: docker test dependencies vs exporter base/runtime changes." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Different CI workflow changes with no common underlying fix." + "reason": "Unrelated CI infrastructure changes (docker image builder removal vs OTEL workflow pilot)." }, { "left": "pull_request:47108", "right": "pull_request:47360", "accept": false, - "reason": "Unrelated documentation comment tweak versus OTEL CI workflow change." + "reason": "Different docs/CI maintenance items with no shared concrete fix." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable versus RT-DETR converter fix; unrelated model areas." + "reason": "Unrelated test re-enable for VITS vs RT-DETR v2 converter fix." }, { - "left": "pull_request:47077", - "right": "pull_request:47212", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Japanese translation edits versus kv-cache docs updates; same language only, not same change." + "reason": "Different feature areas: model conversion/standards vs generation optimization for finegrained FP8." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "Different subsystems: checkpoint conversion mapping/model support versus generation kernel optimization." + "reason": "Japanese DistilBERT docs vs kv-cache documentation updates; unrelated." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "Assisted-decoding docs versus CI observability workflow; no shared bug or change." + "reason": "MTP docs vs CI workflow pilot; different subsystems." }, { "left": "pull_request:47360", - "right": "pull_request:47447", + "right": "pull_request:47450", "accept": false, - "reason": "CI workflow changes versus speculative-decoding cache rollback; unrelated." + "reason": "CI workflow pilot vs linear-attention dispatch cleanup; unrelated." }, { "left": "pull_request:47360", - "right": "pull_request:47383", + "right": "pull_request:47447", "accept": false, - "reason": "CI workflow change versus Kimi integration tests; not the same artifact." + "reason": "CI workflow pilot vs cache rollback/speculative decoding work; different code paths." }, { "left": "pull_request:47384", "right": "pull_request:47447", "accept": false, - "reason": "Gemma 4 heterogeneous config change versus cache rollback feature; different code paths." + "reason": "Shared generation-adjacent area, but heterogeneous Gemma 4 config changes are not the same as sliding-window cache rollback." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Both are docs/model additions, but for different subjects and no shared underlying change." + "reason": "Both are docs/model support work, but one is parallelism docs and the other is a new EfficientViT-SAM model." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Different test suites and failures; no evidence of the same bug." + "reason": "Different test suites and different XPU failures; only both mention expectations." }, { "left": "pull_request:47291", "right": "pull_request:47384", "accept": false, - "reason": "Both touch generation/configuration, but one deprecates a config path and the other changes heterogeneous per-layer config." + "reason": "Different generation/configuration changes: deprecating continuous batching config vs heterogeneous per-layer config for Gemma 4." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs translation versus adding a new model; unrelated." + "reason": "Japanese documentation translation vs new model support; no duplicate change." }, { "left": "pull_request:47336", "right": "pull_request:47446", "accept": false, - "reason": "Offloading save bugfix versus typo/comment cleanup; not duplicate changes." + "reason": "Offloading/saving bugfix vs typo-only comment cleanup." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47450", + "accept": false, + "reason": "Different integration work: kernel-native causal_conv1d support vs linear-attention dispatch simplification." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model support versus assisted-decoding docs; unrelated." + "reason": "New model support vs assisted-decoding docs; unrelated." }, { "left": "pull_request:47422", "right": "pull_request:47446", "accept": false, - "reason": "CI/docker pinning fix versus comment typo cleanup; different scope and code path." + "reason": "Docker/CI pinning fix vs comment typo cleanup; not the same change." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Quantization integration work versus a new vision model; unrelated." + "reason": "Compressed-tensors fp8 support vs new EfficientViT-SAM model support; different features." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "RoPE test improvements versus MIMO v2 flash test fixes; unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47284", - "accept": false, - "reason": "Different XPU-related test changes for different components; not the same bug." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47202", - "accept": false, - "reason": "SDPA dispatch model support versus docker builder removal; unrelated." + "reason": "RoPE test coverage changes vs MIMO test fixes; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test changes versus Granite SWA model support; different goals and code paths." + "reason": "RoPE test improvements vs Granite-SWA model support; no shared bug." }, { "left": "pull_request:47204", "right": "pull_request:47357", "accept": false, - "reason": "Exporter test dependencies versus FSDP CI/save changes; not the same underlying issue." + "reason": "Different exporter/CI changes: one is docker dependencies, the other is FSDP CI and save-pretrained/offload work." }, { "left": "pull_request:46196", - "right": "pull_request:47210", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA attention dispatch work vs docker workflow cleanup; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47449", "accept": false, - "reason": "Both are attention-related, but one adds SDPA dispatch and the other routes packed rows through varlen attention; different implementation problems." + "reason": "Quantization test adjustments vs Qwen3 Omni MoE model bugfix; different failures." }, { "left": "pull_request:46836", "right": "pull_request:47202", "accept": false, - "reason": "Unlimited OCR model support versus docker builder removal; unrelated." + "reason": "Add Unlimited OCR model vs remove old docker image builder; no overlap beyond broad repo scope." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "OpenVINO exporter work versus ExecuTorch/torch-light dependency changes; different exporter targets." + "reason": "OpenVINO exporter implementation vs docker image dependency updates; not a duplicate." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch attention internals, but one is SDPA dispatch for several models and the other is packed varlen attention routing; different concrete changes." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu model addition versus EfficientViT-SAM model addition; same broad model-support theme, but distinct architectures and PRs." + "reason": "OpenPangu-V2 model addition vs EfficientViT-SAM model addition; different model integrations." }, { "left": "pull_request:45157", "right": "pull_request:47093", "accept": false, - "reason": "Prism GGUF support versus new model addition; unrelated." + "reason": "Prism GGUF support vs OpenPangu-V2 model addition; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Availability check for flash linear attention versus paged-attention tests; different layers of the stack." + "reason": "MLU flash-linear-attention availability vs XPU paged-attention tests; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Both are XPU-related tests, but they target different failures and code paths." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47420", - "accept": false, - "reason": "Doc-builder comment formatting versus tokenization special-token return cleanup; unrelated." - }, - { - "left": "pull_request:45157", - "right": "pull_request:46395", - "accept": false, - "reason": "Prism GGUF dequantization support versus Param2MoE model support; different features." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47275", - "accept": false, - "reason": "Unlimited OCR support versus EfficientViT-SAM support; unrelated model additions." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47210", - "accept": false, - "reason": "Finegrained FP8 decode optimization versus packed SDPA varlen attention; different generation optimizations." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47301", - "accept": false, - "reason": "Model addition versus MTP documentation; no shared underlying change." - }, - { - "left": "pull_request:47422", - "right": "pull_request:47446", - "accept": false, - "reason": "Docker/CI pinning and RNNT fix versus typo-only comment cleanup; not duplicates." - }, - { - "left": "pull_request:47384", - "right": "pull_request:47447", - "accept": false, - "reason": "Heterogeneous Gemma config change versus speculative decoding cache rollback; different code paths and features." + "reason": "Paged-attention XPU tests vs XPU expectation fixes in vision models; different test areas." } ] }, @@ -24559,20 +24451,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-82", + "cluster_id": "cluster-40546-83", "nodes": [ + "pull_request:43451", "pull_request:44517", "pull_request:44775", "pull_request:45157", "pull_request:46196", "pull_request:46266", - "pull_request:46267", + "pull_request:46395", "pull_request:46509", "pull_request:46604", "pull_request:46658", "pull_request:46836", "pull_request:46912", - "pull_request:46957", "pull_request:46995", "pull_request:47003", "pull_request:47077", @@ -24584,7 +24476,6 @@ "pull_request:47143", "pull_request:47163", "pull_request:47166", - "pull_request:47173", "pull_request:47175", "pull_request:47179", "pull_request:47204", @@ -24597,20 +24488,25 @@ "pull_request:47295", "pull_request:47301", "pull_request:47304", - "pull_request:47306", "pull_request:47320", "pull_request:47322", "pull_request:47336", "pull_request:47357", "pull_request:47367", - "pull_request:47383", "pull_request:47384", "pull_request:47420", "pull_request:47422", "pull_request:47446", - "pull_request:47447" + "pull_request:47447", + "pull_request:47449", + "pull_request:47450", + "pull_request:47452" ], "soft_pairs": [ + "pull_request:47108|pull_request:47420", + "pull_request:45157|pull_request:46395", + "pull_request:47446|pull_request:47449", + "pull_request:46836|pull_request:47275", "pull_request:47204|pull_request:47295", "pull_request:46912|pull_request:47082", "pull_request:47163|pull_request:47384", @@ -24618,39 +24514,37 @@ "pull_request:47301|pull_request:47447", "pull_request:46196|pull_request:46995", "pull_request:47301|pull_request:47384", + "pull_request:47447|pull_request:47450", "pull_request:47216|pull_request:47384", "pull_request:47243|pull_request:47304", "pull_request:47292|pull_request:47446", "pull_request:47322|pull_request:47446", "pull_request:47077|pull_request:47301", "pull_request:47243|pull_request:47447", + "pull_request:47216|pull_request:47450", "pull_request:46604|pull_request:47357", "pull_request:44775|pull_request:47077", "pull_request:47166|pull_request:47292", - "pull_request:47294|pull_request:47320", "pull_request:47166|pull_request:47446", + "pull_request:47294|pull_request:47320", "pull_request:47367|pull_request:47420", - "pull_request:46267|pull_request:47383", "pull_request:47113|pull_request:47422", - "pull_request:46912|pull_request:47173", "pull_request:47163|pull_request:47357", "pull_request:46509|pull_request:46995", "pull_request:47093|pull_request:47143", "pull_request:46995|pull_request:47143", - "pull_request:47357|pull_request:47383", "pull_request:46266|pull_request:47301", "pull_request:46196|pull_request:47179", - "pull_request:46266|pull_request:47383", "pull_request:44775|pull_request:47304", "pull_request:47093|pull_request:47163", - "pull_request:47179|pull_request:47210", - "pull_request:47082|pull_request:47210", - "pull_request:47294|pull_request:47447", "pull_request:46509|pull_request:47357", + "pull_request:47082|pull_request:47210", + "pull_request:47179|pull_request:47210", "pull_request:46604|pull_request:47003", "pull_request:47082|pull_request:47108", "pull_request:47108|pull_request:47301", "pull_request:46266|pull_request:47216", + "pull_request:43451|pull_request:47357", "pull_request:47078|pull_request:47275", "pull_request:47082|pull_request:47275", "pull_request:46266|pull_request:47336", @@ -24659,313 +24553,335 @@ "pull_request:44775|pull_request:46836", "pull_request:47163|pull_request:47179", "pull_request:46604|pull_request:46658", - "pull_request:47082|pull_request:47383", + "pull_request:47320|pull_request:47452", + "pull_request:47082|pull_request:47216", "pull_request:44517|pull_request:45157", - "pull_request:47210|pull_request:47304", + "pull_request:46266|pull_request:47452", "pull_request:47275|pull_request:47336", - "pull_request:46957|pull_request:47216", - "pull_request:47216|pull_request:47336", - "pull_request:47306|pull_request:47420", - "pull_request:47204|pull_request:47422" + "pull_request:47210|pull_request:47304" ], - "prepared_review_unit_hash": "eb67cf1c58525597716028d5cb5a640f694d072aeb96275ab8674cd47f68f9ea", + "prepared_review_unit_hash": "0882169fc6e09d9c2cf6b2387940489b19d80073ff40932878a8c8a60e54b317", "component_budget": { - "node_count": 82, - "item_count": 82, - "soft_pair_count": 227, - "serialized_chars": 282833, - "estimated_input_tokens": 70709, - "estimated_eval_tokens": 141674 + "node_count": 83, + "item_count": 83, + "soft_pair_count": 230, + "serialized_chars": 287236, + "estimated_input_tokens": 71809, + "estimated_eval_tokens": 143874 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 133672, - "estimated_input_tokens": 33418, - "estimated_eval_tokens": 67092 + "serialized_chars": 134864, + "estimated_input_tokens": 33716, + "estimated_eval_tokens": 67688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes model additions, documentation updates, CI/test tweaks, quantization/export changes, and a few generation/runtime fixes. The soft links are superficial topical similarity rather than the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "The cluster is highly heterogeneous: most items are unrelated model additions, docs edits, tests, or CI/infrastructure fixes that only share broad keywords. I would reject all soft edges as false positives.", + "confidence": 0.12, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are not a duplicate set and cover unrelated changes across docs, models, tests, CI, quantization, and generation.", + "canonical_pr_reason": "No single canonical PR stands out; the cluster spans unrelated features and maintenance changes, so selecting any one PR would be misleading.", "best_issue_reason": null, - "best_pr_reason": "No global best PR; the cluster is too heterogeneous to safely pick one representative as the canonical duplicate target.", + "best_pr_reason": "No PR is a good global representative because the cluster is mostly superficial similarity across different subsystems and change types.", "soft_edge_verdicts": [ + { + "left": "pull_request:47108", + "right": "pull_request:47420", + "accept": false, + "reason": "Docs/workflow comment tweak vs tokenizer special-token logic; unrelated changes." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46395", + "accept": false, + "reason": "Different model support additions (PrismML Bonsai vs Param2MoE), not the same code path." + }, + { + "left": "pull_request:47446", + "right": "pull_request:47449", + "accept": false, + "reason": "Comment typo cleanup vs qwen3_omni_moe test/model fix; no shared bug or feature." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Two different model onboardings (Unlimited OCR vs EfficientVit-SAM); only broad similarity." + }, { "left": "pull_request:47204", "right": "pull_request:47295", "accept": false, - "reason": "Docker/export-test dependency changes vs a DiffusionGemma mask fix; unrelated code paths." + "reason": "Docker/export test dependency update vs DiffusionGemma mask fix; unrelated subsystems." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test data updates vs a new RoMa model implementation; not the same change." + "reason": "RoPE test coverage vs a new RoMa model; not the same underlying change." }, { "left": "pull_request:47163", "right": "pull_request:47384", "accept": false, - "reason": "Paged-attention XPU tests vs Gemma 4 heterogeneous config changes; different subsystems." + "reason": "Paged-attention XPU tests vs Gemma 4 heterogeneous config; different problems." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Parallelism docs vs assisted-decoding MTP docs; distinct documentation topics." + "reason": "Two docs PRs, but one is parallelism navigation and the other is assisted decoding/MTP; not the same change." }, { "left": "pull_request:47301", "right": "pull_request:47447", "accept": false, - "reason": "MTP docs vs speculative-decoding cache rollback; different features and code paths." + "reason": "Docs for MTP support vs cache rollback logic for speculative decoding; different code paths." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "SDPA dispatch support vs flash-linear-attention availability; related attention theme but different backend support." + "reason": "SDPA dispatch support in model code vs backend availability check for flash linear attention; not mergeable as one fix." }, { "left": "pull_request:47301", "right": "pull_request:47384", "accept": false, - "reason": "MTP docs vs Gemma 4 config refactor; unrelated changes." + "reason": "Documentation for MTP vs a heterogeneous Gemma 4 config change; unrelated." + }, + { + "left": "pull_request:47447", + "right": "pull_request:47450", + "accept": false, + "reason": "Sliding-window cache rollback vs hub-kernel dispatch simplification; different modules and goals." }, { "left": "pull_request:47216", "right": "pull_request:47384", "accept": false, - "reason": "Compressed-tensors FP8 support vs Gemma 4 config changes; not the same bug or feature." + "reason": "Compressed-tensors fp8 support vs Gemma 4 heterogeneous attention config; unrelated." }, { "left": "pull_request:47243", "right": "pull_request:47304", "accept": false, - "reason": "ExecuTorch exporter fixes vs an Apple MPS docs cleanup; unrelated." + "reason": "Executorch exporter fixes vs MPS graph-cache docs; code change vs documentation." }, { "left": "pull_request:47292", "right": "pull_request:47446", "accept": false, - "reason": "XPU test expectation updates vs typo fixes in comments; different scopes entirely." + "reason": "XPU test expectation updates vs comment typo fixes; no shared underlying bug." }, { "left": "pull_request:47322", "right": "pull_request:47446", "accept": false, - "reason": "Quark config API change vs typo-only cleanup; not duplicates." + "reason": "Quark quantization config API change vs comment typo cleanup; unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47301", + "left": "pull_request:47357", + "right": "pull_request:47420", "accept": false, - "reason": "Japanese DistilBERT docs vs MTP docs; unrelated documentation." + "reason": "FSDP CI/save-pretrained work vs tokenizer special-token builder cleanup; different areas." }, { - "left": "pull_request:47243", - "right": "pull_request:47447", + "left": "pull_request:47367", + "right": "pull_request:47420", "accept": false, - "reason": "ExecuTorch exporter fixes vs speculative-decoding cache rollback; different runtime areas." + "reason": "Pipeline device-placement clarification vs tokenizer special-token return removal; unrelated." }, { - "left": "pull_request:46604", - "right": "pull_request:47357", + "left": "pull_request:47384", + "right": "pull_request:47210", "accept": false, - "reason": "Mistral tekken tokenizer utilities vs FSDP CI/save changes; unrelated functionality." + "reason": "Gemma 4 heterogeneous config work vs packed SDPA varlen attention routing; different code paths." }, { - "left": "pull_request:44775", - "right": "pull_request:47077", + "left": "pull_request:47420", + "right": "pull_request:47422", "accept": false, - "reason": "Parallelism docs vs Japanese DistilBERT docs; no shared underlying change." + "reason": "Tokenizer helper cleanup vs torch/torchaudio pinning and RNN-T CI fix; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:47113", + "right": "pull_request:47422", "accept": false, - "reason": "GPTQ test updates vs TIPSv2 DPT XPU test fixes; different model/test targets." + "reason": "Audio feature/proc requirement fixes vs Docker torch pinning and rnnt break; not the same bug." }, { - "left": "pull_request:47294", - "right": "pull_request:47320", + "left": "pull_request:47143", + "right": "pull_request:47420", "accept": false, - "reason": "Kernel-native causal_conv1d work vs response_schema deprecation; unrelated changes." + "reason": "NeuCodec model support vs tokenizer special-token cleanup; unrelated." }, { "left": "pull_request:47166", - "right": "pull_request:47446", + "right": "pull_request:47175", "accept": false, - "reason": "GPTQ test changes vs comment typo cleanup; not the same issue." + "reason": "Quantization test extensions vs Olmo3 CI expectation updates; both tests but different models and issues." }, { - "left": "pull_request:47367", - "right": "pull_request:47420", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Pipeline device-placement docs vs tokenizer special-token builder cleanup; unrelated." + "reason": "Olmo3 CI adjustments vs Granite model support; unrelated." }, { - "left": "pull_request:46267", - "right": "pull_request:47383", + "left": "pull_request:47204", + "right": "pull_request:47295", "accept": false, - "reason": "Serve chat parsing update vs Kimi integration tests; different areas of the stack." + "reason": "Exporter test-image dependency changes vs DiffusionGemma mask casting fix; no shared code path." }, { - "left": "pull_request:47113", - "right": "pull_request:47422", + "left": "pull_request:47210", + "right": "pull_request:47384", "accept": false, - "reason": "Audio feature/proc requirement fixes vs Docker torch/torchaudio pinning; related domain but different problems." + "reason": "Attention packing optimization vs Gemma 4 config heterogeneity; unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47216", + "right": "pull_request:47336", "accept": false, - "reason": "OpenPangu-V2 model support vs NeuCodec model support; separate model additions." + "reason": "Compressed-tensors quantization support vs fully-offloaded model saving; different features." }, { - "left": "pull_request:46995", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47357", "accept": false, - "reason": "Flash-linear-attention availability on MLU vs NeuCodec model support; unrelated." + "reason": "Molmo2 model addition vs FSDP CI/save support; unrelated changes." }, { - "left": "pull_request:47357", - "right": "pull_request:47383", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "FSDP CI/save work vs Kimi integration tests; no shared code-path fix." + "reason": "Japanese wording polish vs EfficientVit-SAM model support; different topics." }, { - "left": "pull_request:46266", - "right": "pull_request:47301", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Dino modernization work vs MTP docs; completely different topics." + "reason": "Flash-linear-attention availability on MLU vs NeuCodec model addition; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47179", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "SDPA dispatch support vs Granite-swa model support; unrelated." + "reason": "DINO modernization work vs MTP docs; no common underlying change." }, { - "left": "pull_request:46266", - "right": "pull_request:47383", + "left": "pull_request:46196", + "right": "pull_request:47336", "accept": false, - "reason": "Dino modernization work vs Kimi integration tests; not duplicates." + "reason": "SDPA dispatch support vs fully-offloaded model saving; unrelated code paths." }, { "left": "pull_request:44775", "right": "pull_request:47304", "accept": false, - "reason": "Parallelism docs vs MPS graph-cache docs; different documentation updates." + "reason": "Parallelism docs/navigation vs MPS graph-cache docs; different documentation updates." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "OpenPangu-V2 model support vs XPU paged-attention tests; unrelated." + "reason": "RoMa model support vs packed SDPA variable-length attention routing; unrelated." }, { - "left": "pull_request:47179", - "right": "pull_request:47210", + "left": "pull_request:46266", + "right": "pull_request:47322", "accept": false, - "reason": "Granite-swa model support vs packed SDPA varlen routing; different changes." + "reason": "DINO modernization vs Quark quantization config API changes; unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:46995", + "right": "pull_request:47301", "accept": false, - "reason": "RoMa model addition vs SDPA varlen packing; unrelated." + "reason": "MLU availability check vs MTP documentation; not the same bug or feature." }, { - "left": "pull_request:47294", - "right": "pull_request:47447", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "causal_conv1d kernel integration vs speculative-decoding cache rollback; different functionality." + "reason": "Olmo3 CI tests vs Granite-SWA/GraniteMoE-SWA model support; unrelated." }, { - "left": "pull_request:46509", - "right": "pull_request:47357", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Nemotron Omni model support vs FSDP CI/save changes; no shared bug or change." + "reason": "Paged-attention XPU test updates vs Granite-SWA model support; unrelated." }, { "left": "pull_request:46604", - "right": "pull_request:47003", + "right": "pull_request:47304", "accept": false, - "reason": "Mistral tekken utilities vs OpenVINO exporter; unrelated subsystems." + "reason": "Mistral tekken tokenizer utilities vs docs for MPS graph cache; different areas." }, { "left": "pull_request:47082", - "right": "pull_request:47108", + "right": "pull_request:47304", "accept": false, - "reason": "RoMa model support vs doc-builder pin comment cleanup; not the same issue." + "reason": "RoMa keypoint matcher addition vs MPS graph-cache docs; unrelated." }, { "left": "pull_request:46266", - "right": "pull_request:47216", + "right": "pull_request:47336", "accept": false, - "reason": "Dino modernization work vs compressed-tensors FP8 support; unrelated model/quantization work." + "reason": "DINO modernization work vs offloaded saving bugfix; different subsystems." }, { "left": "pull_request:47078", - "right": "pull_request:47275", - "accept": false, - "reason": "Japanese docs wording changes vs EfficientViT-SAM model support; different scopes." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47336", + "right": "pull_request:47275", "accept": false, - "reason": "RoMa model support vs fully offloaded save bugfix; unrelated." + "reason": "Japanese docs wording cleanup vs EfficientVit-SAM model onboarding; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:45157", + "left": "pull_request:47292", + "right": "pull_request:47446", "accept": false, - "reason": "Qwen3-TTS model support vs PrismML Bonsai support; separate model additions." + "reason": "XPU test updates vs typo/comment cleanup; no shared bug." }, { - "left": "pull_request:47210", - "right": "pull_request:47304", + "left": "pull_request:47077", + "right": "pull_request:47420", "accept": false, - "reason": "Packed SDPA routing vs MPS graph-cache docs; unrelated." + "reason": "Japanese DistilBERT docs vs tokenizer special-token builder cleanup; unrelated." }, { - "left": "pull_request:47275", - "right": "pull_request:47336", + "left": "pull_request:47082", + "right": "pull_request:47450", "accept": false, - "reason": "EfficientViT-SAM model support vs offloaded model saving bugfix; different code paths." + "reason": "RoMa model support vs linear-attention dispatch simplification; different code paths." }, { - "left": "pull_request:46957", - "right": "pull_request:47216", + "left": "pull_request:47113", + "right": "pull_request:47422", "accept": false, - "reason": "Finegrained FP8 kernel/runtime changes vs compressed-tensors FP8 support; both quantization-themed but not the same fix." + "reason": "Audio requirement fixes vs container torch/torchaudio pinning and RNN-T CI; only broad audio/CI overlap." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Compressed-tensors FP8 support vs offloaded save bugfix; unrelated." + "reason": "OpenPangu-V2 model support vs NeuCodec model support; different model integrations." }, { - "left": "pull_request:47306", - "right": "pull_request:47420", + "left": "pull_request:47275", + "right": "pull_request:47336", "accept": false, - "reason": "Neuron experimentation scripts vs tokenizer special-token return cleanup; unrelated." + "reason": "EfficientVit-SAM model addition vs fully-offloaded saving fix; unrelated." }, { - "left": "pull_request:47204", - "right": "pull_request:47422", + "left": "pull_request:47210", + "right": "pull_request:47304", "accept": false, - "reason": "Exporter-test Docker image setup vs CI torch/torchaudio pinning; both CI-related but different problems." + "reason": "Packed SDPA varlen attention vs MPS graph-cache docs; unrelated." } ] }, @@ -24987,21 +24903,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-82", + "cluster_id": "cluster-40546-83", "nodes": [ "pull_request:41855", "pull_request:42668", - "pull_request:43251", "pull_request:43424", "pull_request:43451", "pull_request:43823", - "pull_request:43995", "pull_request:44517", - "pull_request:44827", "pull_request:45157", - "pull_request:45170", "pull_request:45655", - "pull_request:46048", "pull_request:46196", "pull_request:46381", "pull_request:46604", @@ -25019,7 +24930,9 @@ "pull_request:47166", "pull_request:47175", "pull_request:47179", + "pull_request:47204", "pull_request:47210", + "pull_request:47216", "pull_request:47243", "pull_request:47275", "pull_request:47291", @@ -25030,15 +24943,26 @@ "pull_request:47306", "pull_request:47320", "pull_request:47322", + "pull_request:47336", + "pull_request:47357", "pull_request:47360", "pull_request:47367", - "pull_request:47383", "pull_request:47420", "pull_request:47422", "pull_request:47438", - "pull_request:47447" + "pull_request:47447", + "pull_request:47450", + "pull_request:47452" ], "soft_pairs": [ + "pull_request:46957|pull_request:47216", + "pull_request:47301|pull_request:47450", + "pull_request:47216|pull_request:47336", + "pull_request:47204|pull_request:47422", + "pull_request:47306|pull_request:47420", + "pull_request:47113|pull_request:47452", + "pull_request:47336|pull_request:47357", + "pull_request:46196|pull_request:47450", "pull_request:47360|pull_request:47422", "pull_request:46912|pull_request:47078", "pull_request:47322|pull_request:47420", @@ -25053,389 +24977,379 @@ "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47243|pull_request:47301", + "pull_request:47078|pull_request:47452", "pull_request:47175|pull_request:47447", "pull_request:46912|pull_request:47438", "pull_request:47105|pull_request:47298", + "pull_request:47294|pull_request:47447", "pull_request:47078|pull_request:47322", "pull_request:45157|pull_request:46658", "pull_request:44517|pull_request:47301", "pull_request:47294|pull_request:47438", "pull_request:47113|pull_request:47304", - "pull_request:46912|pull_request:47291", "pull_request:47438|pull_request:47447", + "pull_request:46912|pull_request:47291", "pull_request:43451|pull_request:44517", - "pull_request:44517|pull_request:47383", "pull_request:44517|pull_request:47143", - "pull_request:47078|pull_request:47243", + "pull_request:44517|pull_request:47163", "pull_request:47210|pull_request:47291", - "pull_request:46957|pull_request:47383", "pull_request:46604|pull_request:47163", - "pull_request:46604|pull_request:47383", "pull_request:46957|pull_request:47360", - "pull_request:47113|pull_request:47175", "pull_request:46895|pull_request:47298", + "pull_request:47113|pull_request:47175", "pull_request:46381|pull_request:47322", "pull_request:46957|pull_request:47301", + "pull_request:43451|pull_request:46604", "pull_request:47298|pull_request:47447", "pull_request:47113|pull_request:47275", - "pull_request:46912|pull_request:47113", "pull_request:47077|pull_request:47367", "pull_request:47294|pull_request:47306", "pull_request:46658|pull_request:46895", "pull_request:47210|pull_request:47367", "pull_request:47275|pull_request:47367", + "pull_request:46957|pull_request:47336", "pull_request:43451|pull_request:46381", "pull_request:46381|pull_request:47096", "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", "pull_request:43424|pull_request:47301", - "pull_request:43424|pull_request:47383", - "pull_request:43823|pull_request:45655", - "pull_request:44827|pull_request:47383", - "pull_request:44827|pull_request:45170", - "pull_request:43424|pull_request:44827", - "pull_request:43823|pull_request:43995", - "pull_request:43251|pull_request:43823", - "pull_request:44827|pull_request:46048", - "pull_request:43424|pull_request:43823", - "pull_request:43251|pull_request:44827", - "pull_request:44827|pull_request:45655" + "pull_request:43823|pull_request:45655" ], - "prepared_review_unit_hash": "6ebc71068d5fd3cc36c24c76d39682166ec2953e0530b31f366173ad49b91d32", + "prepared_review_unit_hash": "89bbe0fe8cb260c3fff14ba8b202e97f596d0a98402f56cafcd4aacaac9f72f1", "component_budget": { - "node_count": 82, - "item_count": 82, - "soft_pair_count": 227, - "serialized_chars": 282833, - "estimated_input_tokens": 70709, - "estimated_eval_tokens": 141674 + "node_count": 83, + "item_count": 83, + "soft_pair_count": 230, + "serialized_chars": 287236, + "estimated_input_tokens": 71809, + "estimated_eval_tokens": 143874 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 62, - "serialized_chars": 131803, - "estimated_input_tokens": 32951, - "estimated_eval_tokens": 66158 + "soft_pair_count": 60, + "serialized_chars": 132734, + "estimated_input_tokens": 33184, + "estimated_eval_tokens": 66624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated PRs: model additions, docs edits, test tweaks, exporter/runtime fixes, CI changes, and small bug fixes. The soft-similarity pairs are topical at best and do not look like duplicate PRs for the same underlying change.", - "confidence": 0.98, + "summary": "This cluster is highly heterogeneous: most items are unrelated PRs spanning docs, model additions, CI, quantization, exporters, audio, and generation. The soft links are mostly driven by shared filenames or broad subsystem similarity, not the same concrete bug/change, so none should be deduplicated together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items span unrelated subsystems and change types, so there is no duplicate-equivalent PR to anchor the cluster.", + "canonical_pr_reason": "No single PR is canonical here: the set covers many unrelated changes across different subsystems, so there is no common underlying change to anchor a duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR had to be chosen, 47298 is the broadest infrastructure-oriented fix, but it still does not match the rest of the cluster as a duplicate.", + "best_pr_reason": "No global best PR fits well; any choice would overfit to superficial similarity rather than a shared bug or mergeable change.", "soft_edge_verdicts": [ + { + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Both touch quantization-related config code, but they fix different backends and different behaviors (finegrained FP8 scheduling vs compressed-tensors support)." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47450", + "accept": false, + "reason": "One adds assisted decoding docs for MTP; the other simplifies linear-attention dispatch. Same generation area, but not the same change or bug." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47336", + "accept": false, + "reason": "Shared file path only; one is compressed-tensors FP8 support and the other fixes offloaded model saving semantics." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47422", + "accept": false, + "reason": "Both affect CI/docker, but one installs export test dependencies and the other fixes torch/torchaudio pinning plus an RNN loss break. Different problems." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47420", + "accept": false, + "reason": "Neuron training experiments and a tokenizer special-token return cleanup are unrelated changes." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47452", + "accept": false, + "reason": "Audio feature/proc requirements fixes are unrelated to the LFM2 Mamba-style model refactor." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47357", + "accept": false, + "reason": "One fixes fully offloaded saving; the other adds FSDP CI and end-to-end distributed tests. Different code paths and goals." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47450", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch support and linear-attention function dispatch are both attention-related, but they target different mechanisms and models." + }, { "left": "pull_request:47360", "right": "pull_request:47422", "accept": false, - "reason": "Different changes: OTEL workflow routing vs torchaudio pinning and RNN-T/CI fixes." + "reason": "OTEL CI workflow changes are unrelated to torch/torchaudio pinning and RNNT loss fixes." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test coverage changes are unrelated to Japanese documentation wording edits." + "reason": "RoPE tests and Japanese docs wording are entirely different changes." }, { "left": "pull_request:47322", "right": "pull_request:47420", "accept": false, - "reason": "Quark config-class rename is unrelated to a tokenizer special-token return cleanup." + "reason": "AMD Quark config class changes and a tokenizer return cleanup are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite model support and MTP docs are different features, not the same fix." + "reason": "Granite SWA model support and MTP docs are separate features with no shared bug or code path." }, { "left": "pull_request:47166", "right": "pull_request:47422", "accept": false, - "reason": "Quantization test expectation updates are unrelated to torch/torchaudio pinning in CI." + "reason": "Quantization test expansion and torch/torchaudio pinning/RNNT fixes are not the same underlying issue." }, { "left": "pull_request:47298", "right": "pull_request:47438", "accept": false, - "reason": "MI450 image/model failure fixes and less-materialized masks address different code paths." + "reason": "Image loading fallback for MI450 and recurrent-mask shape/bool changes solve different runtime issues." }, { "left": "pull_request:47143", "right": "pull_request:47320", "accept": false, - "reason": "NeuCodec model support is unrelated to deprecating the old response schema." + "reason": "NeuCodec model support and response-schema deprecation are unrelated feature changes." }, { "left": "pull_request:47298", "right": "pull_request:47420", "accept": false, - "reason": "MI450 runtime fixes and tokenizer special-token cleanup are unrelated bugs." + "reason": "Image decoding fallback fixes and tokenizer special-token cleanup do not share a concrete bug." }, { "left": "pull_request:46912", "right": "pull_request:47294", "accept": false, - "reason": "RoPE test work and kernel-native causal_conv1d integration are unrelated changes." + "reason": "RoPE tests and kernel-native causal_conv1d dispatch are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI expectation updates do not overlap with kernel-native causal_conv1d support." + "reason": "Olmo3 CI expectation updates and kernel dispatch utilities are not the same change." }, { "left": "pull_request:47175", "right": "pull_request:47438", "accept": false, - "reason": "Test-value updates for Olmo3 are unrelated to the DSA mask optimization." + "reason": "Olmo3 CI tweaks and recurrent-mask materialization changes are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47306", "accept": false, - "reason": "CohereASR double-shift fix and Neuron experiment scripts are different problems." + "reason": "CohereASR double-shift loss fix and Neuron experiments are different code paths and problems." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family models is unrelated to MTP docs." + "reason": "SDPA dispatch support and MTP docs are unrelated even though both mention generation/attention." }, { "left": "pull_request:47243", "right": "pull_request:47301", "accept": false, - "reason": "Executorch exporter fixes and assisted-decoding docs are not the same code-path issue." + "reason": "Executorch exporter fixes and MTP docs are different concerns." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47452", + "accept": false, + "reason": "Japanese docs wording updates are unrelated to the LFM2 model refactor." }, { "left": "pull_request:47175", "right": "pull_request:47447", "accept": false, - "reason": "Olmo3 test updates do not match speculative-decoding cache rollback changes." + "reason": "Olmo3 CI expectations and speculative-decoding cache rollback are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47438", "accept": false, - "reason": "RoPE test tuning and recurrent-attention mask reduction are unrelated." + "reason": "RoPE coverage updates and mask materialization changes do not fix the same bug." }, { "left": "pull_request:47105", "right": "pull_request:47298", "accept": false, - "reason": "Re-enabling a VITS test is unrelated to MI450 model failure fixes." + "reason": "VITS test re-enablement and MI450 image decoding fixes are unrelated." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47447", + "accept": false, + "reason": "Kernel dispatch simplification and speculative-decoding cache rollback are different subsystems and behaviors." }, { "left": "pull_request:47078", "right": "pull_request:47322", "accept": false, - "reason": "Japanese docs wording changes are unrelated to Quark config API changes." + "reason": "Japanese docs wording and AMD Quark config changes are unrelated." }, { "left": "pull_request:45157", "right": "pull_request:46658", "accept": false, - "reason": "Prism GGUF support and Step-3.7 flash model work are different model/tooling efforts." + "reason": "PrismML Bonsai support and Step-3.7-Flash support are different model additions with no shared bug." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support is unrelated to MTP documentation." + "reason": "Qwen3-TTS model support and MTP docs are separate features." }, { "left": "pull_request:47294", "right": "pull_request:47438", "accept": false, - "reason": "Kernel-native causal_conv1d functions and DSA mask changes fix different mechanisms." + "reason": "Kernel dispatch work and recurrent-mask changes are not the same underlying issue." }, { "left": "pull_request:47113", - "right": "pull_request:47320", + "right": "pull_request:47304", "accept": false, - "reason": "Audio feature/processor requirement fixes are unrelated to response-schema deprecation." + "reason": "Audio requirements fixes and a docs-only MPS graph-cache edit are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47383", + "left": "pull_request:47438", + "right": "pull_request:47447", "accept": false, - "reason": "Qwen3-TTS model addition and Kimi integration tests are unrelated." + "reason": "Less-materialized masks and cache rollback for speculative decoding are different generation optimizations." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:46912", + "right": "pull_request:47291", "accept": false, - "reason": "Different model additions: Qwen3-TTS versus NeuCodec." + "reason": "RoPE testing coverage and deprecating continuous batching config are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Japanese docs wording edits are unrelated to Executorch exporter fixes." + "reason": "Molmo2 and Qwen3-TTS are separate model additions, not duplicates." }, { - "left": "pull_request:47210", - "right": "pull_request:47291", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "Packed SDPA routing and generation-config deprecation are unrelated features." + "reason": "Qwen3-TTS and NeuCodec support are different model integrations." }, { - "left": "pull_request:46957", - "right": "pull_request:47383", + "left": "pull_request:44517", + "right": "pull_request:47163", "accept": false, - "reason": "Finegrained FP8 decode-path tuning is unrelated to Kimi integration tests." + "reason": "Qwen3-TTS model support and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:46604", - "right": "pull_request:47163", + "left": "pull_request:47210", + "right": "pull_request:47291", "accept": false, - "reason": "Mistral tekken tokenizer utilities and XPU paged-attention tests are unrelated." + "reason": "Packed SDPA varlen attention and continuous batching config deprecation are distinct generation changes." }, { "left": "pull_request:46604", - "right": "pull_request:47383", + "right": "pull_request:47163", "accept": false, - "reason": "Mistral tekken utilities and Kimi integration tests have no shared code-path." + "reason": "Mistral tekken tokenizer utilities and XPU paged-attention tests are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47360", "accept": false, - "reason": "Finegrained FP8 kernel changes and OTEL CI workflow changes are unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47275", - "accept": false, - "reason": "Audio requirement fixes do not overlap with EfficientVit-SAM model support." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47113", - "accept": false, - "reason": "RoPE testing changes and audio backend requirement fixes are unrelated." + "reason": "Finegrained FP8 decoding kernels and OTEL CI workflow changes do not address the same bug." }, { - "left": "pull_request:47077", - "right": "pull_request:47367", + "left": "pull_request:46895", + "right": "pull_request:47298", "accept": false, - "reason": "Japanese DistilBERT docs translation and pipeline device-placement clarification are unrelated docs updates." + "reason": "CohereASR training-loss fix and MI450 image loading fallback are unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Kernel-native causal_conv1d functions do not match Neuron experiment scripts." + "reason": "Audio backend requirements and Olmo3 CI expectation updates are different concerns." }, { - "left": "pull_request:47210", - "right": "pull_request:47367", + "left": "pull_request:46381", + "right": "pull_request:47322", "accept": false, - "reason": "Packed SDPA attention routing and pipeline device-placement docs are unrelated." + "reason": "Tokenizers 0.23.1 compatibility and AMD Quark config changes are unrelated dependency updates." }, { - "left": "pull_request:47275", - "right": "pull_request:47367", + "left": "pull_request:46957", + "right": "pull_request:47301", "accept": false, - "reason": "EfficientVit-SAM model support is unrelated to pipeline device-placement clarification." + "reason": "Finegrained FP8 kernel changes and MTP docs have no shared code path or bug." }, { "left": "pull_request:43451", "right": "pull_request:46381", "accept": false, - "reason": "Molmo2 model addition and tokenizers version bump are unrelated." + "reason": "Molmo2 model support and tokenizers version compatibility are unrelated." }, { "left": "pull_request:46381", "right": "pull_request:47096", "accept": false, - "reason": "Tokenizer dependency/update work is unrelated to exportable Kimi support." + "reason": "Tokenizers compatibility fixes and exportable Kimi support are different changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral missing-methods work and Executorch dynamic-shape tests are different issues." + "reason": "Missing Mistral tokenizer methods and ExecuTorch dynamic-shape tests are unrelated." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to MobileLLM model support." + "reason": "Mistral tokenizer methods and MobileLLM model support are different features." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-from-pretrained robustness and MobileLLM model addition are unrelated." + "reason": "Processor auto-loading robustness and adding MobileLLM support are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "Executorch dynamic-shape test coverage is unrelated to MTP docs." - }, - { - "left": "pull_request:43823", - "right": "pull_request:43995", - "accept": false, - "reason": "MobileLLM model support and Falcon output-interface refactor are different code paths." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Cross-entropy kwargs passthrough fix is unrelated to MobileLLM support." - }, - { - "left": "pull_request:44827", - "right": "pull_request:47383", - "accept": false, - "reason": "Mistral4 test fixes and Kimi integration tests are unrelated model families." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45170", - "accept": false, - "reason": "Mistral4 test fixes and layrnorm-to-layernorm renaming are unrelated." - }, - { - "left": "pull_request:43424", - "right": "pull_request:44827", - "accept": false, - "reason": "Executorch dynamic-shape export tests and Mistral4 test fixes are unrelated." + "reason": "ExecuTorch dynamic-shape tests and MTP documentation are unrelated." }, { "left": "pull_request:43823", - "right": "pull_request:46048", - "accept": false, - "reason": "MobileLLM model support and TDT loss kernel support are unrelated features." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Executorch export tests and MobileLLM model support do not address the same bug." - }, - { - "left": "pull_request:43251", - "right": "pull_request:44827", - "accept": false, - "reason": "Cross-entropy kwargs handling and Mistral4 test updates are unrelated." - }, - { - "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution-order changes are unrelated issues." + "reason": "MobileLLM model support and config-resolution order fix are different code paths." } ] }, @@ -25457,16 +25371,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-82", + "cluster_id": "cluster-40546-83", "nodes": [ "pull_request:40546", + "pull_request:43251", + "pull_request:43424", "pull_request:43451", "pull_request:43823", "pull_request:43995", "pull_request:44827", "pull_request:45157", + "pull_request:45170", "pull_request:45213", - "pull_request:46196", + "pull_request:45655", + "pull_request:46048", "pull_request:46509", "pull_request:46658", "pull_request:46836", @@ -25495,10 +25413,19 @@ "pull_request:47322", "pull_request:47336", "pull_request:47367", - "pull_request:47383", - "pull_request:47387" + "pull_request:47387", + "pull_request:47449", + "pull_request:47452" ], "soft_pairs": [ + "pull_request:44827|pull_request:45170", + "pull_request:43424|pull_request:44827", + "pull_request:43823|pull_request:43995", + "pull_request:43251|pull_request:43823", + "pull_request:44827|pull_request:46048", + "pull_request:43424|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:44827|pull_request:45655", "pull_request:43995|pull_request:45213", "pull_request:44827|pull_request:45213", "pull_request:43995|pull_request:44827", @@ -25506,9 +25433,10 @@ "pull_request:46895|pull_request:47090", "pull_request:46958|pull_request:47090", "pull_request:46895|pull_request:46958", + "pull_request:47173|pull_request:47449", + "pull_request:47292|pull_request:47449", "pull_request:47173|pull_request:47292", "pull_request:46912|pull_request:47175", - "pull_request:47096|pull_request:47383", "pull_request:47301|pull_request:47304", "pull_request:47077|pull_request:47304", "pull_request:46658|pull_request:46836", @@ -25523,11 +25451,8 @@ "pull_request:47291|pull_request:47322", "pull_request:45157|pull_request:46509", "pull_request:47301|pull_request:47336", - "pull_request:47216|pull_request:47383", - "pull_request:47336|pull_request:47383", "pull_request:46509|pull_request:47387", "pull_request:47304|pull_request:47367", - "pull_request:47301|pull_request:47383", "pull_request:47216|pull_request:47301", "pull_request:46912|pull_request:47298", "pull_request:46509|pull_request:47301", @@ -25536,7 +25461,6 @@ "pull_request:45157|pull_request:47387", "pull_request:47294|pull_request:47298", "pull_request:46658|pull_request:47387", - "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47163", "pull_request:46658|pull_request:47143", "pull_request:46658|pull_request:47322", @@ -25545,12 +25469,11 @@ "pull_request:45157|pull_request:47143", "pull_request:47301|pull_request:47367", "pull_request:43451|pull_request:47291", - "pull_request:47166|pull_request:47383", + "pull_request:46912|pull_request:47452", "pull_request:40546|pull_request:43451", "pull_request:47306|pull_request:47367", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", - "pull_request:43451|pull_request:47383", "pull_request:43451|pull_request:46509", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", @@ -25559,387 +25482,377 @@ "pull_request:47096|pull_request:47322", "pull_request:43451|pull_request:47306", "pull_request:47096|pull_request:47306", + "pull_request:43451|pull_request:47166", "pull_request:47003|pull_request:47306", "pull_request:47096|pull_request:47387", "pull_request:47003|pull_request:47387", - "pull_request:47096|pull_request:47143" + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163" ], - "prepared_review_unit_hash": "cd92e37966c4c162686472aef59ca4a962a7ab140c18de0456f16e386debf2a5", + "prepared_review_unit_hash": "394c19c0e55434438d948761964e35d7f733a097fb72d6dfccb3db024ed547b4", "component_budget": { - "node_count": 82, - "item_count": 82, - "soft_pair_count": 227, - "serialized_chars": 282833, - "estimated_input_tokens": 70709, - "estimated_eval_tokens": 141674 + "node_count": 83, + "item_count": 83, + "soft_pair_count": 230, + "serialized_chars": 287236, + "estimated_input_tokens": 71809, + "estimated_eval_tokens": 143874 }, "budget": { - "node_count": 38, - "item_count": 38, - "soft_pair_count": 64, - "serialized_chars": 112164, - "estimated_input_tokens": 28041, - "estimated_eval_tokens": 56338 + "node_count": 43, + "item_count": 43, + "soft_pair_count": 70, + "serialized_chars": 123175, + "estimated_input_tokens": 30794, + "estimated_eval_tokens": 61844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a soft-similarity grab bag of unrelated PRs that share broad subsystems or test-style changes. The only true duplicate family is the CohereASR training-loss double-shift fix trio; everything else should be kept separate. I would use PR #47090 as the representative canonical PR for that duplicate family.", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous and contains many false-positive similarity links across unrelated model additions, docs-only updates, exporter changes, and test-only tweaks. The only clear duplicate subcluster is the CohereASR training-loss double-shift fix trio, where all three PRs target the same concrete code path and issue.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47090 is the clearest final form of the only real duplicate set here: it targets the same CohereASR double-shift bug as #46895 and #46958, touches the same files, and states the intended label alignment most explicitly.", + "canonical_pr_reason": "PR 47090 is the best canonical PR: it targets the shared issue 46894, fixes the same CohereASR loss path as the earlier attempts, and is the most complete/clearly explained version of that fix.", "best_issue_reason": null, - "best_pr_reason": "PR #47090 is the best overall representative because it is the most explicit and polished version of the same concrete fix, while the other strong-similarity pairs in the cluster are unrelated false positives.", + "best_pr_reason": "PR 47090 is the strongest representative of the only true duplicate group in this cluster; it is the clearest final fix for the CohereASR loss bug and is more complete than the earlier variants.", "soft_edge_verdicts": [ - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon output-collection refactor vs a model-creation skill PR; unrelated changes." - }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/export fix vs model-creation skill; different model and codepath." + "reason": "Different changes: Mistral4 test/model fixes vs CLIP-like layernorm renaming across several vision models. Same broad theme, not the same underlying bug." }, { - "left": "pull_request:43995", + "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Different models and different fixes; only broad transformer-internals similarity." + "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model fixes. Both are tests, but they address different code paths and issues." }, { "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "MobileLLM scaffold vs model-creation skill; not the same underlying change." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR double-shift bug, same files, same issue target; 47090 is the later, clearer variant." - }, - { - "left": "pull_request:46958", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR training-loss bug and codepath; 47090 is just the more explicit final fix." - }, - { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Both fix the same CohereASR loss double-shift bug in the same files." - }, - { - "left": "pull_request:47173", - "right": "pull_request:47292", - "accept": false, - "reason": "Both are XPU test expectation updates, but for different models/files and different failures." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47175", + "right": "pull_request:43995", "accept": false, - "reason": "RoPE-related test updates vs Olmo3 CI expectation tweaks; not the same bug." + "reason": "New MobileLLM model support vs Falcon output-interface refactor. Unrelated model additions/cleanup, not a duplicate fix." }, { - "left": "pull_request:47096", - "right": "pull_request:47383", + "left": "pull_request:43251", + "right": "pull_request:43823", "accept": false, - "reason": "Kimi exporter/model work vs Kimi integration tests; related project area but different concrete changes." + "reason": "Cross-entropy kwargs passthrough fix vs adding MobileLLM. No shared bug or code path." }, { - "left": "pull_request:47301", - "right": "pull_request:47304", + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "MTP docs vs MPS graph-cache docs; unrelated documentation changes." + "reason": "Mistral4 test fix and TDT loss kernel support are unrelated changes; only broad infrastructure overlap." }, { - "left": "pull_request:47077", - "right": "pull_request:47304", + "left": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Japanese DistilBERT docs vs MPS graph-cache docs; unrelated." + "reason": "ExecuTorch dynamic-shape export test vs MobileLLM model addition. Not the same underlying issue." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:43251", + "right": "pull_request:44827", "accept": false, - "reason": "Step3.7 Flash model conversion work vs Unlimited OCR model support; different model additions." + "reason": "Loss utility kwargs fix vs Mistral4 test changes. Same area of testing/training, but not the same bug." }, { - "left": "pull_request:47210", - "right": "pull_request:47301", + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "Packed-SDPA runtime change vs MTP docs; not the same change." + "reason": "Mistral4 tests vs config-resolution order fix in modeling_utils. Different subsystems and different failure modes." }, { - "left": "pull_request:47163", - "right": "pull_request:47166", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Paged-attention XPU tests vs GPTQ/MXFP4 test tweaks; different test fixes." + "reason": "Falcon refactor vs model-creation skill scaffolding. No shared bug or mergeable change." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "OpenVINO exporter addition vs Executorch exporter fixes; different exporter backends." + "reason": "Mistral4 test/model work vs model-creation skill PR. Unrelated." }, { - "left": "pull_request:47291", - "right": "pull_request:47322", + "left": "pull_request:43995", + "right": "pull_request:44827", "accept": false, - "reason": "Generation-config deprecation vs AMD Quark config rename; unrelated quantization/config changes." + "reason": "Falcon output-interface refactor vs Mistral4 tests. Different models and code paths." }, { - "left": "pull_request:45157", - "right": "pull_request:46836", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Prism GGUF dequant support vs Unlimited OCR model support; unrelated model/format work." + "reason": "MobileLLM addition vs model-creation skill scaffolding. Not a duplicate." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", - "accept": false, - "reason": "Paged-attention XPU tests vs tipsv2_dpt XPU tests; distinct model failures." + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug, same files, same issue target 46894." }, { - "left": "pull_request:46836", - "right": "pull_request:47387", - "accept": false, - "reason": "Unlimited OCR model support vs one-to-many conversion infrastructure; not the same change." + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss bug and same issue target 46894; 47090 is the fuller correction." }, { - "left": "pull_request:45157", - "right": "pull_request:46509", - "accept": false, - "reason": "Prism GGUF support vs Nemotron Omni model support; unrelated." + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both patch the same CohereASR double-shift loss path for issue 46894." }, { - "left": "pull_request:47301", - "right": "pull_request:47336", + "left": "pull_request:47173", + "right": "pull_request:47449", "accept": false, - "reason": "MTP docs vs fully offloaded model saving bugfix; unrelated." + "reason": "Different XPU-related test fixes in different model suites; not the same concrete bug." }, { - "left": "pull_request:47216", - "right": "pull_request:47383", + "left": "pull_request:47292", + "right": "pull_request:47449", "accept": false, - "reason": "Compressed-tensors fp8 work vs Kimi integration tests; different changes." + "reason": "Different model test expectation updates for XPU, but not one underlying fix." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:47173", + "right": "pull_request:47292", "accept": false, - "reason": "Paged-attention XPU tests vs packed-SDPA runtime change; unrelated." + "reason": "Both are XPU expectation adjustments, but they touch different model suites and likely different failures." }, { - "left": "pull_request:47003", - "right": "pull_request:47322", + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "OpenVINO exporter vs Quark config rename; unrelated." + "reason": "RoPE coverage changes across several models vs OLMo3 CI expectation updates. Similar test theme only." }, { - "left": "pull_request:47096", - "right": "pull_request:47387", + "left": "pull_request:47301", + "right": "pull_request:47304", "accept": false, - "reason": "Kimi exporter/model work vs one-to-many conversion support; different codepaths." + "reason": "MTP assisted-decoding docs vs MPS graph-cache docs. Documentation-only and unrelated." }, { - "left": "pull_request:47304", - "right": "pull_request:47367", + "left": "pull_request:47077", + "right": "pull_request:47304", "accept": false, - "reason": "MPS graph-cache docs vs pipeline device-placement clarification; unrelated docs." + "reason": "Japanese DistilBERT docs translation vs MPS graph-cache docs. Different docs changes, not duplicates." }, { - "left": "pull_request:47301", - "right": "pull_request:47383", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "MTP docs vs Kimi integration tests; unrelated." + "reason": "Step-3.7 model tooling/weights pipeline vs Unlimited OCR model addition. Both are new-model-style PRs, but not the same model or change." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:47291", + "right": "pull_request:47322", "accept": false, - "reason": "Compressed-tensors fp8 work vs MTP docs; unrelated." + "reason": "Deprecating continuous batching config vs AMD Quark config-class rename. Different configuration changes." }, { - "left": "pull_request:46912", - "right": "pull_request:47298", + "left": "pull_request:45157", + "right": "pull_request:46509", "accept": false, - "reason": "RoPE test tuning vs MI450 image-decoding/model failures; different subsystems." + "reason": "Prism GGUF support vs Nemotron Omni model addition. Different model families and problems." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:47301", + "right": "pull_request:47367", "accept": false, - "reason": "Paged-attention test updates vs packed-SDPA runtime path; not the same change." + "reason": "MTP docs vs pipeline device-placement clarification. Both docs, but unrelated content." }, { "left": "pull_request:45157", "right": "pull_request:47387", "accept": false, - "reason": "Prism GGUF support vs one-to-many conversion support; unrelated." + "reason": "Prism GGUF dequantization vs one-to-many conversion support. Different low-level mechanics and goals." }, { - "left": "pull_request:47294", - "right": "pull_request:47298", + "left": "pull_request:47304", + "right": "pull_request:47367", "accept": false, - "reason": "Kernel-native causal_conv1d support vs MI450 image-decoder fixes; different codepaths." + "reason": "MPS graph-cache docs vs pipeline device behavior docs. Unrelated documentation changes." }, { - "left": "pull_request:46658", - "right": "pull_request:47387", + "left": "pull_request:47216", + "right": "pull_request:47301", "accept": false, - "reason": "Step3.7 Flash model work vs one-to-many conversion infrastructure; unrelated." + "reason": "Compressed-tensors fp8 support vs MTP docs. Different subsystems and change types." }, { - "left": "pull_request:46196", - "right": "pull_request:47143", + "left": "pull_request:46912", + "right": "pull_request:47298", "accept": false, - "reason": "SDPA dispatch support vs NeuCodec model support; different model areas." + "reason": "RoPE testing coverage vs MI450 model failures/image decoding fixes. Both test-heavy but not the same bug." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec model support vs paged-attention XPU tests; unrelated." + "reason": "Nemotron Omni model support vs NeuCodec model support. Same general area, different models and code paths." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step3.7 Flash model work vs NeuCodec model support; unrelated." + "reason": "Step-3.7 flash build/convert tooling vs NeuCodec model support. Not the same underlying change." }, { "left": "pull_request:46658", "right": "pull_request:47322", "accept": false, - "reason": "Step3.7 model work vs Quark config changes; unrelated." + "reason": "Step-3.7 flash tooling vs Quark config class changes. No duplicate relationship." }, { - "left": "pull_request:47143", + "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "NeuCodec model support vs one-to-many conversion support; unrelated." + "reason": "ExecuTorch exporter/kimi export work vs one-to-many conversion support. Different exporter mechanics." }, { - "left": "pull_request:47143", - "right": "pull_request:47322", + "left": "pull_request:45157", + "right": "pull_request:46509", "accept": false, - "reason": "NeuCodec model support vs Quark config rename; unrelated." + "reason": "Prism GGUF support vs Nemotron Omni support. Different model families and implementations." }, { - "left": "pull_request:45157", - "right": "pull_request:47143", + "left": "pull_request:47163", + "right": "pull_request:47210", "accept": false, - "reason": "Prism GGUF support vs NeuCodec model support; unrelated." + "reason": "Paged-attention XPU tests vs packed SDPA varlen routing. Both performance/test-related, but not the same bug." }, { - "left": "pull_request:47301", - "right": "pull_request:47367", + "left": "pull_request:46658", + "right": "pull_request:47387", "accept": false, - "reason": "MTP docs vs pipeline device-placement docs; unrelated." + "reason": "Step-3.7 model conversion tooling vs one-to-many conversion framework changes. Related only at a very high level." }, { - "left": "pull_request:43451", - "right": "pull_request:47291", + "left": "pull_request:47003", + "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model addition vs generation-config deprecation; unrelated." + "reason": "OpenVINO exporter vs Neuron experiment scripts. Completely different subsystems." }, { - "left": "pull_request:47166", - "right": "pull_request:47383", + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Export pipeline changes vs NeuCodec model addition. Not the same issue." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47452", "accept": false, - "reason": "GPTQ/MXFP4 test tweaks vs Kimi integration tests; different failures." + "reason": "RoPE tests vs LFM2 family refactor/coverage changes. Same broad testing theme only." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model-addition PRs." + "reason": "VibeVoice model implementation vs Molmo2 model addition. Both new-model PRs, but unrelated models." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 vs NeuCodec; different models and artifacts." + "reason": "Molmo2 model addition vs NeuCodec model addition. Different models and code paths." }, { "left": "pull_request:43451", - "right": "pull_request:47163", + "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model addition vs paged-attention XPU tests; unrelated." + "reason": "Molmo2 model addition vs Neuron experiment scripts. Not duplicates." }, { - "left": "pull_request:43451", - "right": "pull_request:47383", + "left": "pull_request:47096", + "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 vs Kimi integration tests; unrelated." + "reason": "ExecuTorch exporter fixes vs Neuron experiment scripts. Different tooling and goals." }, { "left": "pull_request:43451", - "right": "pull_request:46509", + "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 vs Nemotron Omni; separate model additions." + "reason": "Molmo2 model addition vs Quark config changes. Unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 vs Kimi exporter/model work; unrelated." + "reason": "OpenVINO exporter work vs ExecuTorch exporter fixes. Both exporters, but different runtimes and concrete changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter support vs ExecuTorch exporter fixes. Different exporter backends and code paths." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47387", "accept": false, - "reason": "Molmo2 vs OpenVINO exporter work; unrelated." + "reason": "Molmo2 model addition vs one-to-many conversion support. Different problems." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "ExecuTorch exporter fixes vs one-to-many conversions. Different export/conversion mechanisms." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", "accept": false, - "reason": "OpenVINO exporter addition vs Kimi exporter/model work; different exporter paths." + "reason": "Molmo2 model addition vs quantization test expansion. Unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47306", + "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter vs Neuron experiments; unrelated." + "reason": "OpenVINO exporter support vs one-to-many conversion support. Different areas." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Kimi exporter/model work vs Quark config rename; unrelated." + "reason": "ExecuTorch exporter fixes vs Quark config-class changes. Different integration paths." }, { "left": "pull_request:43451", - "right": "pull_request:47306", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model addition vs Neuron experiments; unrelated." + "reason": "Molmo2 model addition vs ExecuTorch exporter fixes. Not the same change." }, { "left": "pull_request:47096", - "right": "pull_request:47387", + "right": "pull_request:47306", "accept": false, - "reason": "Kimi exporter/model work vs one-to-many conversion support; unrelated." + "reason": "ExecuTorch exporter fixes vs Neuron experiment scripts. Unrelated." }, { "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter support vs Neuron experiment scripts. Different runtime/tooling work." + }, + { + "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter vs one-to-many conversion support; unrelated." + "reason": "ExecuTorch exporter fixes vs one-to-many conversion support. Different code paths." }, { "left": "pull_request:47096", - "right": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Kimi exporter/model work vs NeuCodec model support; unrelated." + "reason": "ExecuTorch exporter fixes vs paged-attention XPU tests. Unrelated." } ] }, @@ -25969,7 +25882,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "051aca41be6b9d5e295f3b976691a72e2b5372a742e36c36eea5db459af73c95", + "prepared_review_unit_hash": "b8f9f819c7c939150506f3ddaf3aa559f63cbe1df0d537bb83af9e544660c35a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25991,18 +25904,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not appear to fix the same code-path problem or represent the same change, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These are unrelated pull requests: one adds covariate-aware forecasting for TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same bug or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the more self-contained change: it adds a specific DINOv3 image-classification capability with matching model, auto-model, docs, and tests. It is a cleaner representative of a single coherent feature.", + "canonical_pr_reason": "PR #41224 is the more self-contained and concrete change, centered on a single model capability (DINOv3 image classification) with tightly related code and docs.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the strongest standalone PR in the set because it has a narrower, clearly defined scope and a concrete end-user feature implementation. PR #40755 is also valid, but it is a different feature area and not a better cluster representative.", + "best_pr_reason": "PR #41224 is the better representative PR because it is narrowly scoped and clearly tied to one model feature, whereas #40755 is a broader feature addition spanning forecasting, xreg utilities, docs, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different features: TimesFM covariate forecasting vs DINOv3 image classification support. No shared bug or mergeable code-path overlap." + "reason": "Different model families and different capabilities: TimesFM covariate forecasting vs DINOv3 image classification. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -26095,12 +26008,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "1a480bee2bdeb61df7a9ac95e70cf165714f147be5a33273d2cc2a566aa7d204", + "prepared_review_unit_hash": "456794a7e0aba7f435155b14b16e730c2cb66260bfa60abaa415f9aeda375bc4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -26108,7 +26021,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -26117,18 +26030,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are broad GitHub Actions dependency refreshes, but they target different concrete action sets: PR 42975 is specifically about Node 24 compatibility for core workflow actions, while PR 42976 upgrades docker/build-push-action and a few other actions to latest versions. They overlap in affected workflows, but not in the same underlying change, so this is not a duplicate pair.", - "confidence": 0.89, + "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different action families and different upgrade goals: one is for Node 24 compatibility across workflow actions, the other bumps docker/build-push-action and a few other actions. They are related maintenance changes, not the same underlying fix.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer, narrower purpose and directly targets the Node 24 compatibility work across workflow actions.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader workflow-action upgrade and explicitly frames the compatibility goal (Node 24) across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative of the cluster: the title matches the main maintenance goal, and the diff shows a coherent set of action-version bumps for compatibility rather than a mixed latest-version refresh.", + "best_pr_reason": "PR 42975 is the best overall representative of the cluster theme since it covers the larger set of workflow action upgrades and the clearest maintenance intent.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Related workflow-maintenance changes, but they update different actions for different purposes. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." + "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and related workflow actions. They are not the same underlying bug/change and would not naturally merge as one PR." } ] }, @@ -26163,12 +26076,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "9ed2f37d53bbabe4824b118702b97dda15d11aa072275159a623912728b148da", + "prepared_review_unit_hash": "a91bebe11d85b1eab7736e03552e44610c4cb92de986676401219677d6f64296", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -26176,7 +26089,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -26185,36 +26098,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They overlap mainly in common integration files like docs and auto-mapping, but they implement different models and unrelated code paths.", - "confidence": 0.95, + "summary": "These are four unrelated model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share Transformers boilerplate in docs/auto registries, but they do not fix the same concrete code path and should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45490 is the best representative of the cluster because it is a substantial standalone model addition and has the strongest shared integration footprint across the set, but it is still not the same change as the others.", + "canonical_pr_reason": "No canonical PR: each change introduces a different model family with its own configuration/modeling/tests, and the overlapping files are only shared registry/docs wiring.", "best_issue_reason": null, - "best_pr_reason": "PR 45490 is the best single PR to keep as the cluster representative: it is fully self-contained, touches core integration files, and has the highest discussion activity among the candidates.", + "best_pr_reason": "No single PR is a good duplicate-canonical representative; if forced, 46562 is the most central on shared infra edits, but it still targets a distinct model and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs/auto-registry files are expected for new model onboarding and do not indicate the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto files are generic boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "These add different models and modify different model implementations; overlap is only in shared registry/docs plumbing." + "reason": "ViT NEPA and CTSM are unrelated model-introduction PRs with different codepaths and tests; similarity is only in common registry updates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model integrations with distinct modeling, processing, and conversion code, so they are not mergeable as one PR." + "reason": "Molmo and CTSM add different models and supporting code; overlapping filenames do not indicate a shared underlying fix." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are unrelated model additions; shared auto-mapping and docs edits are boilerplate for new model support, not evidence of the same bug or feature." + "reason": "CTSM and Step3p7 are distinct model implementations; despite higher structural overlap, they are separate features, not one mergeable fix." } ] }, @@ -26263,7 +26176,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "df7bce939e7bef926268497af0c6590c5265ed7bc24199864cbc80536409f5f1", + "prepared_review_unit_hash": "c371cd5e900cfa00ea01afaadb58442490e01357f6f4f70ff730cf102e24c888", "component_budget": { "node_count": 7, "item_count": 7, @@ -26285,111 +26198,111 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs spanning Whisper tests, CLIP/ViT tests, FP8 dequantization, generation watermarking, Phimoe CI, and YOLOS. The only true duplicate-like pair is the two YOLOS fixes, which both address the same device_map=\"auto\" device mismatch path in the same file.", - "confidence": 0.97, + "summary": "The cluster is mostly heterogeneous and should not be merged wholesale. The only strong duplicate-like pair is the YOLOS fixes (46886 and 46922), which both address the same device_map=\"auto\" mismatch in src/transformers/models/yolos/modeling_yolos.py. The other PRs touch unrelated models or subsystems and are not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the strongest representative because it includes the concrete YOLOS runtime fix plus the device-splitting safeguard, directly tied to the explicit issue target.", + "canonical_pr_reason": "PR 46922 is the best canonical PR for the YOLOS subcluster: it addresses the same YOLOS device-mismatch issue as 46886, explicitly targets issue 46869, and includes the more complete fix (device cast plus _no_split_modules). 46886 is also issue-linked, so 46922 is the better representative rather than the only one.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the best overall PR: it has the clearest concrete bug fix, a direct issue target, and the broadest evidence of addressing the underlying YOLOS device mismatch.", + "best_pr_reason": "PR 46922 is the strongest overall representative because the only clear duplicate-like pair here is the YOLOS pair, and 46922 is the more complete of the two related fixes. It is not the only PR with a concrete issue target, though; 46886 also explicitly targets issue 46869.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different kinds of changes; both are test-oriented but do not fix the same underlying bug or change." + "reason": "Both are generic test-only PRs, but they fix different model test files and do not indicate the same underlying bug or code change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer test cleanup is unrelated to the FP8 dequant/load-path fix." + "reason": "Whisper tokenizer/test changes versus FP8 dequant/loading changes are unrelated subsystems and different bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes and generation/watermarking validation changes are unrelated." + "reason": "Whisper test fix and generation/watermarking fix address different code paths and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tests and YOLOS device mismatch fixes are unrelated code paths." + "reason": "Whisper test cleanup and YOLOS device-map fix are unrelated; no shared concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test edits in CLIP/ViT are unrelated to the Phimoe CI/integration test fix." + "reason": "Both are test/CI-related in a broad sense, but one is model test noise and the other is a Phimoe integration/CI patch; not the same fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and different fixes; no shared underlying bug." + "reason": "These touch different model tests versus FP8 quantization/loading logic, so they are not the same underlying change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test changes are unrelated to generation config validation." + "reason": "CLIP/ViT test edits are not the same bug as the generation watermarking validation fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and issues; no common bug or mergeable unified fix." + "reason": "Generic model test edits do not match the concrete YOLOS device mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization changes and Phimoe CI environment changes are unrelated." + "reason": "FP8 dequantization/loading changes and Phimoe CI/test infrastructure changes are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/dequant logic is unrelated to generation config watermarking validation." + "reason": "Different functional areas: FP8 quantization versus generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared code path or underlying bug; FP8 fix and YOLOS device mismatch are unrelated." + "reason": "FP8 model-loading fixes are not the same as the YOLOS device-placement bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation and CI/device memory patching solve different problems." + "reason": "Generation watermarking validation and Phimoe CI/device-memory patch address different problems." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Unrelated generation config/watermarking fix vs YOLOS runtime device mismatch." + "reason": "These are separate fixes in unrelated subsystems: generation config vs YOLOS model execution." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI test infrastructure changes are unrelated to YOLOS model device placement." + "reason": "CI runner memory patch plus Phimoe integration testing is unrelated to the YOLOS model device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device_map=\"auto\" device mismatch in the same model file, and the changes are plausibly mergeable into one PR." + "reason": "Both PRs target the same YOLOS device_map=\"auto\" mismatch on the same file and issue target; 46922 effectively extends/subsumes 46886's fix with an additional device cast." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the negative pair verdicts stay conservative. The only accepted soft-edge pair is the YOLOS pair, which is reasonably mergeable into one PR for the same bugfix given the shared file and issue target." + "accept": false, + "feedback": "Reject: the overall cluster summary is mostly grounded, and the YOLOS pair verdict looks mergeable, but the analyst overstates the evidence in `best_pr_reason` by saying PR 46922 is the only PR that clearly matches a concrete issue target. PR 46886 also explicitly targets issue 46869, so 46922 can be the better canonical PR, but not the only issue-linked one. Please soften that claim." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -26416,12 +26329,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "d32c47f3cef7a6a16a99a100902f894dd5c04c28172130460a21e671dfbf0528", + "prepared_review_unit_hash": "175aa97e886988c45dfbc9d17a528ead87fb6f4aea9b0e8f5d8ad6cf29a2be21", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -26429,7 +26342,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -26438,30 +26351,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains three unrelated draft/don't-merge PRs. They share some weak topical overlap around repo automation and tests, but they do not fix the same concrete bug or implement the same change.", - "confidence": 0.89, + "summary": "These three open '[don't merge]' PRs are synthetic/meta changes with only superficial overlap in tests/workflows; they do not look like the same underlying bug or mergeable code change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43488 is a packaging/dependency/version-bump style change, 43532 is a workflow/tooling demo touching several CI files, and 46747 is a distinct security-gate workflow trigger change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46747 is the most self-contained and narrowly scoped change, so it is the best representative of the cluster, even though it is not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 touches setup/dependency metadata and a test, while 46747 changes a CI workflow trigger/permissions path. No shared concrete bug or fix." + "reason": "Different changes: one edits packaging/dependency metadata and a test file, the other changes a security-gate workflow trigger. Shared repository context is too broad to treat as the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about packaging/deps/versioning; 43532 edits workflow files plus testing/notification utilities. The shared test file is incidental and not the same underlying change." + "reason": "Only overlap is a shared Vit test file; the PRs otherwise modify unrelated areas (setup/dependency metadata vs CI/workflow plumbing). They do not appear to fix one concrete bug or be combinable into one PR." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both involve workflows, but they target different CI systems and problems: 43532 is a diff-display/comment-CI demo, while 46747 changes a security-gate workflow trigger. Not mergeable as one PR." + "reason": "Both touch workflows, but in different jobs and for different purposes: self-comment/notification/test-diff plumbing versus a security-gate trigger change. Not the same underlying change." } ] }, @@ -26491,12 +26404,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "edbe5673f6f45cf9fd77f733d67148e16fbf59186a99dba32cc077132ce7b050", + "prepared_review_unit_hash": "eeaddd32420691b2642a558d04dfc33896be58400e9274a3d97dfaf2e6d01936", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -26504,7 +26417,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -26513,18 +26426,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add adjacent but distinct segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffold/docs machinery, but target different tasks and model integrations, so they should not be deduplicated.", - "confidence": 0.92, + "summary": "Both PRs add new, similarly structured pipeline features, but they target different tasks and code paths: one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. The overlap is mostly shared documentation/registry scaffolding, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader, more substantial pipeline addition and covers more model/test integrations, so it is the better representative PR for this cluster.", + "canonical_pr_reason": "No canonical PR: these are separate feature additions with different pipeline classes, task docs, and model/test integrations.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger global representative because it spans a wider set of related model backends and pipeline/docs updates.", + "best_pr_reason": "Neither PR is a duplicate of the other; if one had to represent the cluster, 43613 is the more expansive pipeline addition, but it is still not a substitute for 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are related segmentation pipeline additions, but they implement different concrete tasks (concept vs visual segmentation) with different model/test targets, so they are not the same underlying change and would not naturally merge into one PR." + "reason": "Different features and concrete implementations: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared infrastructure files do not make them the same change." } ] }, @@ -26554,7 +26467,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "40bcf4102ef83ec08d7f44e1a05ad1484dd65935e2cd13a707956413c98a980f", + "prepared_review_unit_hash": "a728bc9a39c701718b1b238f37e6312480c0936385bc17e4683110a7521e7745", "component_budget": { "node_count": 2, "item_count": 2, @@ -26576,18 +26489,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py` and add custom-trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering.", - "confidence": 0.98, + "summary": "Two open PRs touch trainer.py but address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, 43651 is the more concrete standalone behavior change; 43663 is a separate hook/refactor for column filtering, not the same fix.", + "canonical_pr_reason": "No canonical PR: these are separate feature changes for different code paths and extension points in Trainer.", "best_issue_reason": null, - "best_pr_reason": "43651 is the stronger standalone candidate in this cluster, but it should not be treated as a duplicate of 43663.", + "best_pr_reason": "Neither PR is a global representative of the cluster because the PRs are unrelated beyond sharing trainer.py.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying Trainer changes: 43651 alters loss scaling during gradient accumulation, while 43663 adds an overridable signature-column helper for dataset filtering. Same file/subsystem is not enough to merge them." + "reason": "Different underlying changes: GA loss scaling vs. signature-column extraction/override. They do not fix the same concrete bug and would not plausibly merge into one PR." } ] }, @@ -26617,12 +26530,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "5017c0ee5e6fac8fe6ea0d94726537cfd095ac8b431231feb223224a1dbc12a8", + "prepared_review_unit_hash": "1b83b75aa1a41979dc38584436da6fe7486cddecef2145d6173b3eb3b3d8590f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26630,7 +26543,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26639,18 +26552,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the same CLI server file and involve TypeAdapter-related typing, but they fix different NameError paths: one is a broader annotation cleanup, the other is a specific pydantic-absent import/annotation issue. They should not be merged as duplicates.", - "confidence": 0.88, + "summary": "Two open PRs touch the same CLI file but fix different runtime typing issues. They are related, not duplicates: one is a broader annotation/postponed-eval cleanup, the other is a targeted fix for missing-pydantic TypeAdapter annotation handling.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the more concrete and narrowly scoped fix: it directly targets the TypeAdapter NameError when pydantic is not installed by moving the import under TYPE_CHECKING and quoting the annotation.", + "canonical_pr_reason": "PR #43842 is the better canonical PR because it is narrower and directly addresses a specific runtime failure path: avoiding a TypeAdapter NameError when pydantic is not installed.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best representative PR because it has a clear user-facing bug description, an explicit issue target, and a focused code change tied to one concrete failure mode.", + "best_pr_reason": "PR #43842 is the strongest standalone fix because the title, issue link, and diff all point to one concrete bug with minimal scope; #43656 is broader and less clearly the same failure.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They overlap in file and theme, but fix different problems: 43656 is a broader typing/annotation change in serve.py, while 43842 specifically fixes TypeAdapter access when pydantic is missing. Not the same underlying bug." + "reason": "Not the same underlying change. #43656 adds postponed annotations and typing cleanups across serve.py, while #43842 specifically makes TypeAdapter safe when pydantic is absent. They overlap in file and symptom area, but target different code-path problems and should not be merged as duplicates." } ] }, @@ -26780,8 +26693,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44018|pull_request:44066", "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", "pull_request:44019|pull_request:44085", "pull_request:44086|pull_request:44722", @@ -26828,8 +26741,8 @@ "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:44071|pull_request:44129", "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -26843,7 +26756,7 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "00cb590ca571dfc345b7a06f808293d4a590f180d0b5b217eb3b00c70b7f9ca1", + "prepared_review_unit_hash": "be1c54fb9b6b6b2f8a8574cd1021b670ce802b95dd8942e3d1846333654365c4", "component_budget": { "node_count": 28, "item_count": 28, @@ -26856,7 +26769,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76943, + "serialized_chars": 76942, "estimated_input_tokens": 19236, "estimated_eval_tokens": 38728 }, @@ -26865,354 +26778,414 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of model-specific PRs migrating output handling to the new capture_outputs/can_return_tuple pattern. The tracking issue is shared, but most PRs touch different model code paths, so only a few are true near-duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #43979 is the umbrella tracker referenced by many PRs here and best matches the shared output-tracing migration theme.", - "canonical_pr_reason": "PR #44066 is the best representative: it has the explicit issue link, a coherent GPT-J/CodeGen refactor, and sits at the center of the GPT-J follow-up/overlap group.", - "best_issue_reason": "#43979 is the only clear cluster-level issue and captures the common migration goal across the PRs.", - "best_pr_reason": "#44066 is the cleanest and most representative PR for this cluster; later GPT-J variants look like overlapping follow-ups rather than a better canonical anchor.", + "summary": "This cluster is mostly a loose theme of standardized output-tracing refactors across many unrelated models. Only a few pairs look like true duplicates/iterations within the same code path; most shared the same umbrella issue but not the same concrete change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the closest duplicate family: it is explicit-issue-linked, touches the same GPT-J/CodeGen output-tracing code paths, and appears to be a more complete iteration of that refactor line.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall representative among the provided items because it is explicit-issue-linked, substantial, and covers the most clearly duplicated GPT-J/CodeGen refactor family.", "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 issue theme is not enough." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); shared umbrella output-tracing theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and unrelated forward/output implementations; not the same concrete change." + "reason": "Different models and code paths (CVT/FNet vs DeBERTa); not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target the same GPT-J output-tracing refactor; 44066 includes the same GPT-J path and could plausibly absorb 44085." + "reason": "Both are GPT-J output-tracing refactors in the same file family; 44085 looks like a narrower/iterated version of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are standardized-output refactors, but they touch different backbone models and distinct code paths." + "reason": "RegNet and EfficientNet are separate model implementations; same refactor pattern, but not the same underlying change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are different model families and not a single mergeable change." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; only the refactor style matches." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet: shared refactor theme only, not the same underlying code-path bug." + "reason": "GPT-J/CodeGen and EfficientNet are different model families; not mergeable as one PR." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; no shared concrete change." + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations; same issue target is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different code paths and model families." + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths and different model families." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations; not a duplicate." + "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo refactor in the same file family; 44068 looks like a later iteration of the 44018 change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen are different model paths, so they should stay separate." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different code paths despite the same migration theme." + "reason": "Both are GPT-Neo output-tracing refactors touching the same model/test area; likely duplicate iterations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are different model implementations." + "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated code paths." + "reason": "ResNet vs GPT-J; only the broad output-tracing pattern is shared." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model families and cannot be merged as one PR." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are distinct models with separate output logic." + "reason": "GPT-Neo and ResNet are different models; not the same underlying fix." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths; same output-tracing idea is too broad." + "reason": "ResNet and MPT are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated implementations." + "reason": "GPT-Neo vs Flaubert are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert do not share the same concrete code-path problem." + "reason": "GPT-Neo and Flaubert are unrelated despite both using output-tracing refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen are different model paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different models and changes." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated implementations; not a duplicate change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + "reason": "Segformer and GPT-J/CodeGen are different models; shared refactor motif is too broad." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are different implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "TextNet and LongT5 are different code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44086", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate code paths." + "reason": "GPT-Neo and GPT-2 are separate model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44066", "accept": false, - "reason": "MPT and GPT-J are different models; no shared concrete bug/change." + "reason": "GPT-2 vs GPT-J/CodeGen are different models." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "RegNet and MPNet are unrelated model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths." + "reason": "MPT and SpeechT5 are different model families." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families; same refactor theme is not enough." + "reason": "MPNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model implementations." + "reason": "CVT/FNet vs Segformer are different model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "Segformer and VisualBert are unrelated code paths." + "reason": "SqueezeBert and DeBERTa are unrelated models." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "Segformer and LongT5 are different models; not the same concrete change." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "MPNet and Flaubert/XLM are distinct implementations." + "reason": "DeBERTa and ViTS are unrelated model implementations." }, { - "left": "pull_request:44071", + "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "FocalNet and ImageGPT are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and Flaubert/XLM are different models." + "reason": "GPT-J and SpeechT5 are unrelated code paths; same issue target is only umbrella tracking." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are separate code paths." + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both touch Flaubert output tracing, and 44116 looks like a narrower WIP version of the same refactor." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model families." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 appears to be a later, more complete iteration." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are different code paths." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path, plausibly mergeable into one PR." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated implementations." + "reason": "GPT-J and SpeechT5 are different models; shared output-tracing theme is not sufficient." }, { "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and LongT5 are different model paths." + "reason": "CVT/FNet vs RegNet are different model code paths." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and Segformer are separate models." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "DeBERTa and VITS are unrelated code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." + "reason": "SqueezeBert and VisualBert are different models." }, { "left": "pull_request:44010", - "right": "pull_request:44161", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and LongT5 do not share the same concrete change." + "reason": "SqueezeBert and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet and TextNet are different backbone families." + "reason": "SqueezeBert and DeBERTa are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model paths." + "reason": "TextNet and Flaubert/XLM are unrelated model families." }, { "left": "pull_request:44056", - "right": "pull_request:44071", - "accept": false, - "reason": "MPNet and MPT are different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model implementations." + "reason": "MPNet and Flaubert/XLM are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are distinct models." + "reason": "RegNet and GPT-Neo are unrelated changes." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are unrelated code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Near-identical GPT-J/CodeGen output-tracing refactors on the same files; 44722 looks like a later overlapping iteration of 44066." + "reason": "RegNet and TextNet are different model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both touch GPT-J output tracing and appear to be overlapping versions of the same refactor, with 44722 adding the same GPT-J path plus CodeGen." + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model families." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths." + "reason": "GPT-Neo and LongT5 are different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and ResNet/RT-DETR are different backbones; same issue target is not enough." + "reason": "SqueezeBert and MPT are unrelated implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + "reason": "GPT-Neo and SpeechT5 are different models." }, { - "left": "pull_request:44044", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different code paths." + "reason": "MPT and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "DeBERTa-v2 and VITS are separate models and not a single duplicate fix." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model families." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44098", + "right": "pull_request:44116", "accept": false, - "reason": "FocalNet and ImageGPT are different model families; shared output-tracing pattern is too broad." + "reason": "ViLT and Flaubert are unrelated model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the shared tracker issue #43979 is clearly central, and the canonical PR choice (#44066) is supported by its explicit issue link and its GPT-J/CodeGen overlap with later follow-ups. The soft-edge verdicts are mostly conservative, and the accepted pairs are the ones that are visibly same-family, same-file, or explicit overlap cases." + "feedback": "The summary is grounded in the packet and stays conservative about soft-edge pairs. The accepted duplicates are all within closely related code paths or the same model family (GPT-Neo, GPT-J/CodeGen, Flaubert/XLM), while the rejected pairs correctly avoid over-merging unrelated model implementations. The representative choice of PR 44722 is also supported by the explicit issue linkage and the shared GPT-J/CodeGen file overlap." }, "evaluator_used": true, "retried": false, @@ -27247,7 +27220,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "d286beac73f431011dbdc8c028d3609a9ffc5ad9cbd5a3ec35211edb75255083", + "prepared_review_unit_hash": "3922725c0ab2def16bb5773bce45485e9e992bd98201f717a6a5bb7d3ef64c1d", "component_budget": { "node_count": 28, "item_count": 28, @@ -27260,7 +27233,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, + "serialized_chars": 13070, "estimated_input_tokens": 3268, "estimated_eval_tokens": 6792 }, @@ -27269,42 +27242,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific refactors to standardized output tracing/capture_outputs. They are stylistically similar, but they target different model implementations and code paths, so they should not be merged as duplicates.", - "confidence": 0.92, + "summary": "All items are the same broad refactoring theme\u2014migrating model-specific forward/output handling to standardized output-capture helpers\u2014but they are different models and different code paths, so they are not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate of the others; if one must represent the cluster, 44129 is the most complete anchor because it has an explicit issue target and a concrete, self-contained SpeechT5 output-tracing refactor.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantive SpeechT5 output-tracing refactor, and clearer end-to-end scope than the smaller model-specific migrations.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest representative to anchor discussion because it includes an explicit linked issue and a substantive output-capture change, while the other PRs are parallel model-specific refactors.", + "best_pr_reason": "PR 44129 is the best cluster representative for the same reason: explicit tracking issue, concrete implementation work, and a more fully scoped refactor than the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and different files/code paths; same pattern, not the same change." + "reason": "Both are standardized output-tracing refactors, but one is VisualBert and the other is TextNet. Different model internals and different code paths, so not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert are distinct model implementations; these are parallel decorator refactors rather than one underlying bug or mergeable single PR." + "reason": "MPNet vs VisualBert: same refactor pattern, but separate model implementations and separate output-capture wiring. Not mergeable as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output-capture behavior; the similarity is only the standardized refactor pattern." + "reason": "MPNet and TextNet are unrelated model code paths. Similar decorator/mapping changes do not indicate the same bug or fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated code paths; both migrate to output tracing, but they are not the same concrete fix." + "reason": "RegNet and SqueezeBert are distinct architectures with distinct forward logic. These are parallel refactors, not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 have different model-specific output handling and touched code; they are thematically similar refactors, not duplicates." + "reason": "SqueezeBert and SpeechT5 differ in architecture and output semantics; the PRs touch different concrete code paths, so they should not be deduplicated." } ] }, @@ -27384,274 +27357,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f5568d0a3af1f75c605ac987fb3eaedfb5665c7b6549a2643d5a2cfe9bc9479f", + "prepared_review_unit_hash": "9e5041a52c938cb05bedd2433aab280031209d816b9fdb7063b68cf4230d87aa", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similarly named output-tracing refactors across unrelated model implementations, not duplicate fixes for one underlying bug. None of the soft edges look safe to merge as duplicates.", - "confidence": 0.94, + "summary": "These PRs are all model-specific applications of the same output-tracing/refactor pattern, but they touch different code paths and files. They are similar in style, not true duplicate changes, so every soft edge should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items target different model codepaths, so they are only thematically similar.", + "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster\u2019s shared theme because it applies the refactor to two closely related depth models in one self-contained change.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest representative because it updates two closely related depth-anything variants and has the broadest coherent scope in the set.", + "best_pr_reason": "PR 44025 is the strongest single representative if one must be chosen, but it is still not a duplicate of the others; the rest are separate model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model codepaths (`timm_backbone` vs `upernet`)." + "reason": "Different models and code paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated models and cannot be merged as one fix." + "reason": "Timm backbone vs CLIP-style wrapper; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and codepaths; only the high-level refactor theme matches." + "reason": "Separate model implementations with distinct forward logic." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`timm_backbone` vs `falcon_mamba`/`mamba`); not the same underlying change." + "reason": "Different architecture families; shared wording is not enough for a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model implementations; same pattern, not the same bug or change." + "reason": "Backbone refactor vs RWKV/Mamba output-capture changes are unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; this is a shared refactor pattern, not a duplicate fix." + "reason": "MobileNetV1 and UnivNet are unrelated model families." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate codepaths in different models; no single concrete change in common." + "reason": "Different model targets and different forward signatures." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both touch output tracing, but on different model stacks and files." + "reason": "MobileNetV1 vs Depth Anything; similar refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder vs vision model codepaths; not mergeable as one PR." + "reason": "Different wrapper models; not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same theme, but distinct model implementations and fixes." + "reason": "Distinct encoder-decoder model code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "These are unrelated model implementations; similarity is only in the refactor pattern." + "reason": "Vision-text dual encoder and UnivNet are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model codepaths; not the same concrete bug/change." + "reason": "Different model classes and output plumbing." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate models with no shared fix beyond the generic output-tracing refactor." + "reason": "CLIP-style wrapper vs Mamba/Falcon Mamba refactor; not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; no single duplicate change." + "reason": "Different task families and different concrete forward paths." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Only the refactor motif matches; the underlying implementations are unrelated." + "reason": "UnivNet and UperNet are separate models; only the refactor motif overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and concrete codepaths." + "reason": "Different architectures and files; not a single duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; not the same underlying fix." + "reason": "UnivNet vs Depth Anything are unrelated model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Separate models and implementations; no shared concrete bug." + "reason": "UperNet and RWKV/Mamba touch different code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model codepaths, despite similar output-tracing work." + "reason": "Different model families; no shared concrete defect." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and implementation details; not duplicate PRs." + "reason": "Mamba/Falcon Mamba vs SuperPoint are unrelated changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "These refactors touch different concrete model logic (`mamba` vs `codegen`)." + "reason": "Different implementations and semantics; same broad output-tracing theme only." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models and change sets; same pattern only at a very high level." + "reason": "Timm backbone refactor and CodeGen output changes are not the same code-path issue." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated codepaths; not the same underlying bug or change." + "reason": "UnivNet and CodeGen are different model families." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; no safe duplicate merge." + "reason": "UperNet and CodeGen do not share a concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Same refactor category, but different model-specific fixes." + "reason": "Different model code paths; same refactor naming is incidental." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); not mergeable as one PR." + "reason": "Depth Anything vs vision-encoder-decoder wrapper are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different codepaths and model stacks; only the refactor theme is shared." + "reason": "Different model classes; not mergeable as one duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Separate models with no shared concrete bug or implementation." + "reason": "Depth Anything and SuperPoint are separate tasks and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models; too broad to treat as duplicate changes." + "reason": "Depth models vs RWKV/Mamba output tracing are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and files; not the same underlying change." + "reason": "Different model families; shared decorator usage does not imply duplication." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and codepaths; similarity is only thematic." + "reason": "Both are encoder-decoder wrappers, but they are distinct models and code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Both are encoder-decoder style refactors, but they target different model implementations." + "reason": "Vision/speech wrappers vs SuperPoint are not the same underlying change." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models and concrete fixes." + "reason": "Different model stacks and refactor scopes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model stacks and no shared bug report or codepath." + "reason": "Vision encoder-decoder and DPR are separate implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; not the same concrete PR." + "reason": "Speech encoder-decoder and SuperPoint are unrelated model paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate codepaths in unrelated models." + "reason": "Different model families and distinct forward behavior." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and fix scopes." + "reason": "Speech encoder-decoder vs DPR is not one concrete fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different concrete implementations; no shared duplicate change." + "reason": "SuperPoint and RWKV/Mamba are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Unrelated model codepaths, despite similar refactor wording." + "reason": "Different models with only superficial refactor similarity." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and changes; not a duplicate fix." + "reason": "RWKV/Mamba and DPR differ in architecture and implementation; not duplicates." } ] }, @@ -27681,7 +27654,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "b5285192e7f931d08fe358e603c4f6d6a7e0991dfd63db2e82c6cd4d156384d6", + "prepared_review_unit_hash": "caa5e65064d12ae92a672e29374a2b50bc40af91691f5c80ae3966d06747a3a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -27703,18 +27676,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only share generic Transformers integration files; they do not appear to fix the same bug or implement the same change.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs: PenguinVL implementation vs Voxtral TTS support. They share some common Transformers scaffolding files, but they target different models and code paths, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the more focused, explicitly scoped Voxtral TTS implementation with a linked tracking issue; PR 44662 is a separate PenguinVL model addition.", + "canonical_pr_reason": "PR 45401 is the better canonical PR candidate because it is tied to a specific tracking issue and is a focused, self-contained model support change.", "best_issue_reason": null, - "best_pr_reason": "45401 is the best representative of the cluster only in the sense that it is a self-contained model-support PR; 44662 is clearly a different model and change set.", + "best_pr_reason": "PR 45401 is the most representative single PR in this pair: it has an explicit issue target and a narrower scope around one concrete model integration.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: PenguinVL implementation vs Voxtral TTS support are different models with different code paths and tests; overlapping registry/docs files are generic boilerplate, not evidence of the same underlying change." + "reason": "Different model implementations for different products (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are boilerplate for any new model and do not indicate the same underlying bug or change." } ] }, @@ -27744,7 +27717,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "c1366eaa65a9610d3632ebd5f0bb09304a014af3ffedbc51c99a8231d0a34a26", + "prepared_review_unit_hash": "76f42784fcb0edf2f8cbbdf7735eb2ac89f1aa84d1ca4baca1379873c91f4777", "component_budget": { "node_count": 2, "item_count": 2, @@ -27766,18 +27739,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related pull requests, but they are not duplicates: one introduces the core Module Fusion API, while the other adds a specific n-to-1 kernel fusion workflow built on top of that API.", - "confidence": 0.92, + "summary": "The two PRs are related by the general theme of module/kernel fusion, but they are not the same change: #44979 introduces a generic `Module Fusion API`, while #45363 implements a specific `KernelConfig`-driven n-to-1 fusion path across modeling and integration code. They overlap conceptually but target different layers and could be merged independently.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader foundational change: it adds the new `module_fusion.py` API and tests, which is the base abstraction other fusion features depend on.", + "canonical_pr_reason": "PR #45363 is the more concrete user-facing feature and touches the actual end-to-end fusion path (`KernelConfig`, integrations, modeling utils), so it is the better representative of the cluster. PR #44979 is a foundational API piece rather than the same specific feature.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best cluster representative because it is the general reusable API change; #45363 is a narrower follow-on implementation using that API.", + "best_pr_reason": "PR #45363 best captures the concrete change set in this cluster; it is broader and more directly tied to an actionable fusion feature than the lower-level API-only PR #44979.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They address different levels of the stack: #44979 adds the generic module-fusion API, while #45363 wires a specific `KernelConfig`-based n-to-1 kernel fusion path and example. Related, but not the same concrete change and not something that would plausibly be merged as one PR." + "reason": "Related topic, but not the same underlying bug/change. #44979 adds a generic module-fusion API, while #45363 implements a specific n-to-1 kernel fusion workflow via `KernelConfig` and related integrations. They are distinct layers and not strict duplicates." } ] }, @@ -27807,7 +27780,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "88597779aa9af70ece8bb78010f1f716da9628895b06b7ec93d529048e0d3461", + "prepared_review_unit_hash": "3f0b30e835466e67f6f219ee9a83f7af844df9f9d65d238dd1570383c6f06b83", "component_budget": { "node_count": 2, "item_count": 2, @@ -27829,18 +27802,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds test coverage.", - "confidence": 0.97, + "summary": "Both pull requests implement the same fix for the Mistral regex AttributeError in `tokenization_utils_tokenizers.py`; the second PR adds tests and appears to be the more complete version of the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical because it addresses the same bug as 45086 but also includes tests, making it the more complete change for the same code path.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same code fix as #45086 plus test coverage and more discussion activity, making it the more complete merge candidate.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR because it contains the same fix plus validation, so it is the strongest representative of this duplicate cluster.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same concrete bug fix, same target issue, and it includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same patch hunk in the same file; 45317 is essentially 45086 plus tests, so these are duplicate PRs for the same fix." + "reason": "Same underlying AttributeError fix in the same function and file; PR #45317 is essentially an expanded version of #45086 with added tests." } ] }, @@ -27870,12 +27843,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "51ef619e9ea5e5ecb8a90dd01c9c5f92244f8ddc442be054c262e89c03c723c9", + "prepared_review_unit_hash": "4d70787b9d207c4b46fa59a240dbfecab099b145dbbca2c31c4324ebbfa1c094", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -27883,7 +27856,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -27892,18 +27865,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH PRs, but they target different changes: one is a refactor to make NemotronH inherit GraniteMoeHybrid and update conversion mapping, while the other is a broader model split into NemotronH Dense/Sparse with docs and auto-mapping updates. Overlap in shared files is not enough to treat them as duplicates.", - "confidence": 0.91, + "summary": "These PRs are related to NemotronH, but they are not the same underlying change: one is a conversion-mapping/refactor for NemotronH checkpoint key renaming, while the other is a broader architecture split adding NemotronHDense/NemotronHSparse, docs, auto-mapping, and tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical cluster representative because it is broader and more user-visible, covering the model split, docs, and auto-mapping changes rather than just the narrower inheritance/conversion refactor.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it covers the main functional change: introducing the NemotronH dense/sparse model split plus the associated public API, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best single PR for this cluster because it encompasses the more complete NemotronH architecture update and superseding model-layout changes.", + "best_pr_reason": "PR 45569 is the strongest overall candidate in the cluster since it has the broader, end-user-facing model implementation work; PR 45115 is a narrower conversion-mapping follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: they touch the same NemotronH codebase, but 45115 focuses on GraniteMoeHybrid-compatible inheritance and checkpoint conversion renames, while 45569 adds NemotronH Dense/Sparse modules, docs, and auto-model wiring. Different concrete changes, not one mergeable fix." + "reason": "Related subsystem, but not a duplicate change. 45115 only adds checkpoint key renaming/conversion mapping for NemotronH, while 45569 restructures the model into dense/sparse variants and updates docs, auto mappings, and tests. They do not look mergeable as one single PR fixing the same code-path problem." } ] }, @@ -27933,7 +27906,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "eef3625725490ba020a69a4131204754716c55c4490e74272144135a7347b79b", + "prepared_review_unit_hash": "953b22da912257e713de923eb7fa6f8728bb051b35dfd3792227db02aa158852", "component_budget": { "node_count": 2, "item_count": 2, @@ -27955,18 +27928,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different changes: PR 45415 is a broad repo-wide type-checking pass across many `src/transformers/*.py` files, while PR 45425 introduces new typing protocols and targeted fixes around `modeling_utils`, PEFT, and flash-attention helpers. They overlap in theme and a few files, but not the same concrete change.", - "confidence": 0.89, + "summary": "These are both typing-related PRs, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds/adjusts typing protocols and related fixes around `modeling_utils` and integrations. They share some touched files, but the underlying changes are different.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change: it touches many files to make `src/transformers/*py` type-check cleanly, so it best represents the cluster\u2019s main typing effort.", + "canonical_pr_reason": "PR #45415 is the broadest and most representative of the cluster because it scopes a general type-checking pass across `src/transformers/*py` and related tooling/config changes.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best single representative because it is the most comprehensive type-checking pass and captures the cluster\u2019s dominant scope better than the narrower follow-up typing PR.", + "best_pr_reason": "PR #45415 is the best representative artifact for this cluster since it covers the largest cross-cutting typing change and is more central than the narrower protocol/typing-fix PR.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing cleanups, but 45415 is a broad type-checking sweep while 45425 adds specific typing protocols and targeted fixes; they are not the same underlying bug/change and would not naturally merge into one PR." + "reason": "Both concern typing, but #45415 is a repo-wide type-checking sweep while #45425 adds specific typing protocols and targeted fixes. They do not look like the same underlying bug or a single mergeable PR." } ] }, @@ -27996,7 +27969,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "7a5d9b49c516be318fec15776f73c20e9daedc36635711a4d47e21cac0d7fd76", + "prepared_review_unit_hash": "af0081825b3f38718390219e745da6eca9d814cd22a77337f9bcd2be4f6e7c08", "component_budget": { "node_count": 2, "item_count": 2, @@ -28018,18 +27991,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism and share `modeling_utils.py`, but they fix different concrete failures: one is about preserving `distributed_config` / `has_ep` for DeepSpeed ZeRO-3 loading via accelerate, the other about preventing expert parameters from being overwritten by rank-0 broadcast in FSDP2. They are related but not duplicates.", - "confidence": 0.94, + "summary": "The two PRs both involve expert parallelism, but they fix different concrete failures: 45548 addresses EP + DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. They are related by subsystem, not the same underlying bug.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two patches address different distributed-loading bugs, so neither subsumes the other.", + "canonical_pr_reason": "No single canonical PR: the patches target different distributed-loading failure modes and should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger representative for the cluster because it has the broader, more explicit distributed-state fix path and clearer failure mode, though it is not a duplicate of 45548.", + "best_pr_reason": "PR 45548 is the cleaner representative of the EP loading/serialization path because it is narrower and self-contained, but it does not cover the separate FSDP2 overwrite bug in 45662.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve EP/loading and `modeling_utils.py`, but 45548 fixes `distributed_config` serialization / `has_ep` for ZeRO-3 loading, while 45662 fixes expert parameters being overwritten during FSDP2 post-shard handling. Different root causes and different code paths." + "reason": "Different bugs and different code paths: 45548 fixes EP + ZeRO-3 loading/config serialization, while 45662 fixes EP + FSDP2 rank-0 broadcast overwriting experts. Shared EP framing and one shared file are not enough to treat them as the same change." } ] }, @@ -28059,40 +28032,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "972e221afea185d36a74a392ea27d770f12b5c91569b9b1caa40ebf154fc8658", + "prepared_review_unit_hash": "4b015fb1c326473c229bbcaadbc760b1277558223d4786f02f6c0d25b0060c5e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info/debug-log collision problem in `testing_utils`; PR #45645 appears to be the broader, more complete version because it adds the CI workflow change needed to consume multiple per-worker files.", - "confidence": 0.81, + "summary": "Both PRs target the same xdist-related captured_info logging collision around `testing_utils.py`; PR 45645 is the more complete variant because it includes the worker-safe file handling plus the CI workflow update to read multiple log files.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the core xdist-safe logging fix and also updates the workflow to aggregate the new per-worker artifacts, making it the more complete end-to-end change.", + "canonical_pr_reason": "PR 45645 is the best canonical representative: it addresses the same concrete xdist-safe captured_info problem as 45639, and it additionally updates the workflow so CI can surface all worker-specific logs.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest overall candidate: it addresses the bug in the producer and the downstream CI log collection path, so it is the most complete fix for the underlying xdist artifact collision issue.", + "best_pr_reason": "PR 45645 is the strongest overall fit because it covers the core bug fix and the downstream CI log collection change, making it the more complete merge candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs address the same captured_info/xdist collision problem and touch the same fix path in `testing_utils`; #45645 is essentially the broader superset that adds workflow handling, so they are close enough to treat as the same underlying change." + "reason": "Accept: both PRs fix the same underlying captured_info/xdist collision path in `testing_utils.py`; 45645 is essentially the broader, more complete form of 45639 with the same fix plus workflow handling." } ] }, @@ -28188,12 +28161,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "3e41010c2264ff8682ca30d131e9807faae7e5fe30cbe15f43c4473c7ef46c0b", + "prepared_review_unit_hash": "a37433896feb29cd2c92faab0abde37841dd8ea3c5d5f07f2171763e6207051d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -28201,7 +28174,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -28210,18 +28183,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a focused EP/trainer integration change, while the other is a broad distributed-branch base touching many unrelated distributed subsystems. Shared filenames alone are not enough to treat them as the same underlying change.", - "confidence": 0.95, + "summary": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change for distributed tensor parallel logic, while PR #46269 is a broad distributed branch-base umbrella PR touching many unrelated areas. The shared distributed files are not enough to make them the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change with a clear concrete purpose (EP + trainer integration) and is a better representative of the narrower topic in this cluster.", + "canonical_pr_reason": "#46126 is the more canonical PR because it has a narrow, coherent scope and a clear feature/change description. #46269 is a broad base branch PR spanning many subsystems, so it is not a good canonical duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best PR candidate because it is the more focused implementation-level change; PR #46269 is too broad and platform-like to serve as a duplicate representative.", + "best_pr_reason": "#46126 is the best PR representative for this cluster because it is the most specific and directly describes one concrete distributed feature change. #46269 is too broad and mixed-scope to serve as a good cluster representative.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different scope and intent: #46126 adds EP routing/trainer integration around tensor-parallel/MoE code paths, while #46269 is a large distributed-branch base touching many files across FSDP, integrations, modeling, and CI. They do not look like the same concrete fix or change." + "reason": "Reject: the PRs share some distributed files, but their titles, scopes, and diffs differ substantially. #46126 adds EP/Trainer integration and router-parallel behavior; #46269 is a large branch-base PR with many unrelated distributed and model changes. They do not look like the same underlying code-path fix and would not plausibly be merged into one PR." } ] }, @@ -28289,220 +28262,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "101412e7166dcfecb21581b7cc706b80c1e95de805f8ec799ba77005b6cee547", + "prepared_review_unit_hash": "796c00ac97644f1784029b50eda2bd12b23d9778fc40a55e0f7031ef7a8c83e1", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. The only dense area is pr-ci-security-gate.yml, but those PRs make different follow-up edits rather than the same concrete fix, so I would not deduplicate any pair.", - "confidence": 0.96, + "summary": "These PRs are only superficially similar: most are separate workflow chore updates, and the pr-ci-security-gate edits change different parts of the same file rather than the same underlying fix. I would not dedupe any of the soft-edge pairs.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out. If a representative is needed, PR 46554 is the closest because it makes the main functional security-gate logic change; the others are smaller or distinct follow-ups.", + "canonical_pr_reason": "If a representative PR is needed, #46554 is the strongest candidate because it contains the main functional security-gate logic change; the others are smaller, orthogonal workflow tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone PR: it adds actual security-gate behavior (checkout and changed-file checks), whereas the others are narrower workflow tweaks, permissions changes, or comments.", + "best_pr_reason": "#46554 is the most substantive and concrete change in the set, so it is the best standalone representative of the cluster, even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes; same broad CI area only." + "reason": "Different workflows and different problems: stdin handling in self-comment CI vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow update versus security-gate permissions tweak." + "reason": "Different workflows and change types: comment piping fix vs permissions/approval gating in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Command input handling vs. explanatory note in another workflow." + "reason": "Different workflows: stdin handling fix vs a comment-only note in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow changes; no shared concrete bug." + "reason": "Different workflows and code paths: stdin handling fix vs secrets scoping in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Separate shell-quoting fixes in different workflows." + "reason": "Different workflows: self-comment CI message piping vs build-ci docker image tag detection." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs. benchmark trigger logic; distinct changes." + "reason": "Different workflows and intents: SSH runner hardening vs benchmark dispatch triggering." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different problems." + "reason": "Different workflows and concerns: SSH runner changes vs anti-slop permission placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow edits; no same code-path issue." + "reason": "Different workflows: SSH runner changes vs reviewer checkout base-ref fix." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Security hardening in SSH runner vs. PR-CI gate logic." + "reason": "Different workflows and change scopes: SSH runner hardening vs PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow file and different fix scope." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "No shared underlying bug; one is SSH hardening, the other is a note." + "reason": "Different workflows: SSH runner changes vs pr-ci-security-gate permissions/approval changes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Distinct SSH workflow vs. PR CI security gate change." + "reason": "Different workflows and concerns: SSH runner changes vs secrets scoping in pr-ci-security-gate." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and triggers; not the same change." + "reason": "Different workflows and different behavior: anti-slop permissions vs benchmark dispatch trigger." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Separate CI workflows; no common concrete bug." + "reason": "Different workflows and fixes: anti-slop permissions vs assign-reviewers checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permissions move in anti-slop vs. shell input quoting fix." + "reason": "Different workflows: anti-slop permissions vs build-ci shell quoting." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow logic and distinct intent." + "reason": "Different workflows and problems: anti-slop permissions vs PR CI security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Base-ref checkout fix vs. benchmark schedule trigger." + "reason": "Different workflows and behavior: reviewer checkout ref vs benchmark dispatch trigger." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and separate fixes." + "reason": "Different workflows: reviewer checkout ref vs build-ci shell quoting." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout tweak is unrelated to PR-CI gate logic." + "reason": "Different workflows and code paths: reviewer checkout ref vs PR CI security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support vs. docker-image command quoting." + "reason": "Different workflows and changes: benchmark dispatch trigger vs build-ci shell quoting." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark trigger update is unrelated to security-gate checks." + "reason": "Different workflows: benchmark dispatch trigger vs PR CI security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Same CI subsystem, but different workflows and different bugs." + "reason": "Different workflows and problems: build-ci shell quoting vs PR CI security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Shell quoting fix vs. security-gate permissions/condition change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files and change purposes." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Docker-image workflow fix vs. PR-CI secrets handling." + "reason": "Different edits in different workflows: shell quoting fix vs permissions change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different follow-up changes, not one bug." + "reason": "Same file but different underlying changes: security checks vs permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Actual gate logic vs. a documentation comment." + "reason": "Same file but different underlying changes: workflow logic vs a comment-only note." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate aspects: file checks vs. secrets passing." + "reason": "Same file but different underlying changes: workflow logic vs secrets scoping." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/flow control change versus comment-only update." + "reason": "Same file but different underlying changes: permissions/approval gating vs a comment-only note." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes to the same file, but not the same concrete problem." + "reason": "Same file but different underlying changes: permissions/approval gating vs secrets scoping." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification vs. secrets behavior change." + "reason": "Same file but different underlying changes: comment-only note vs secrets scoping." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and changes: build-ci shell quoting vs a comment-only note in pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows: SSH runner hardening vs a comment-only note in pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows: SSH runner changes vs pr-ci-security-gate permissions/approval gating." } ] }, @@ -28595,7 +28568,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "3f601733998f19a9ead4753c4aa69f0772a5f37164126243d89f03074f921d36", + "prepared_review_unit_hash": "68c327fcbe9fcf70c1ba398d03fd6cbff416d659f66bd2127d80da4adbd83362", "component_budget": { "node_count": 2, "item_count": 2, @@ -28617,18 +28590,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same off-by-one bug in the sliding-window right mask for Moonshine Streaming; 47162 is the broader, more complete fix and also includes tests plus a related Gemma4 change with the same mask correction.", - "confidence": 0.96, + "summary": "Both PRs fix the same off-by-one boundary error in the sliding-window right mask (`-dist <= right_window_size`), with 47162 being the broader follow-up that also updates Gemma4 and adds tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical PR because it applies the same right-window off-by-one fix in Moonshine Streaming, adds test coverage, and is the more complete implementation of the bug fix across affected files.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it covers the same bug fix more completely: it updates both MoonshineStreaming and the mirrored Gemma4 implementation and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest representative of this bug fix set because it contains the same concrete correction as 46310 plus broader coverage and validation, making it the most useful single artifact to point to.", + "best_pr_reason": "PR 47162 is the strongest standalone fix for this bug since it addresses the shared boundary defect across implementations and adds tests, making it the most complete and merge-ready candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying off-by-one right-window mask bug and same code path; 47162 includes the same Moonshine Streaming fix, so these are effectively overlapping fixes that could be merged into one PR." + "reason": "Same underlying off-by-one right-window mask bug in the same code path; 47162 is a superset of 46310 rather than a different fix." } ] }, @@ -28658,12 +28631,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "72a4846d343e0e9ed90dcdca126d61b306fd0a1c68f721e6db7034705f38b72d", + "prepared_review_unit_hash": "1b9710f3c52d2fe5eeba13de1b908e9a84ba1b08e52e6e2feb57bc06d88a2cfa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -28671,7 +28644,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -28680,18 +28653,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both tokenizer-related, but they fix different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek model-class selection/loading. They should not be clustered as duplicates.", + "summary": "These two PRs are both tokenizer-related, but they fix different concrete bugs: CodeLlama decode stripping leading spaces versus DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be deduplicated.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for this cluster: the PRs address distinct tokenizer defects and are not mergeable into one change without conflating unrelated fixes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the better representative of a concrete, self-contained bug fix with a clear failure mode and explicit issue link, while #46580 is a separate checkpoint-routing workaround.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: #46574 fixes CodeLlama decode behavior removing real leading spaces, while #46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models loading the wrong tokenizer class." + "reason": "Different underlying failures and code paths: one changes CodeLlama decoder setup to preserve real leading spaces on decode, the other adds checkpoint-prefix overrides so DeepSeek models don't load as the wrong tokenizer class. They are not the same fix and would not plausibly merge into one PR." } ] }, @@ -28768,7 +28741,7 @@ "pull_request:47123|pull_request:47444", "pull_request:47282|pull_request:47445" ], - "prepared_review_unit_hash": "0e8e629c20e3ca76318adb85e414727fac470f4415fa350733a7ec43a9d1521c", + "prepared_review_unit_hash": "521b113c8be0657cfd6011b08e73b9f429249fd7d23b5c7dc681a07f54ad4704", "component_budget": { "node_count": 13, "item_count": 13, @@ -28790,252 +28763,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity across unrelated serge-generated test-fix PRs. True duplicates only appear within the MiniMax-M3-VL load_error pair, the Mamba2 OOM pair, and the DeepSeek rope/Yarn cleanup pair.", - "confidence": 0.84, + "summary": "This is a mixed cluster of model-specific integration-test PRs, not one single duplicate set. I only accepted soft edges where the PRs fix the same concrete failure in the same model/test path; most cross-model similarities are false positives and should be rejected.", + "confidence": 0.64, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47443 is the clearest representative of the shared DeepSeek/MoE rope/Yarn code cleanup that also overlaps 47444; it has the strongest common code-path change among the PRs.", + "canonical_pr_reason": "47443 is the best canonical representative of the largest near-duplicate family: it applies the same cross-file code-path cleanup across the shared model files, is earlier than the near-identical 47444 variant, and is cleaner than 47445, which adds an extra unrelated PEFT change.", "best_issue_reason": null, - "best_pr_reason": "PR 47443 is the best global representative because it carries the broad shared model-side fix across the DeepSeek/MoE files, while the nearby PRs are either narrower duplicates or mixed with unrelated changes.", + "best_pr_reason": "47443 is the strongest overall PR candidate because it is the most complete version of the shared code-cleanup fix and the closest thing to a root change among the near-duplicates in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes; only the automation/template looks similar." + "reason": "Different models and different fixes (edgetam backbone kwargs vs glm46v model conversion); not the same underlying bug." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Edgetam import_or_config bug vs MiniMax-M3-VL load_error; not the same change." + "reason": "Different model families and failure modes; no shared concrete code-path problem." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different model and failure; same test-fix pattern but not the same underlying bug." + "reason": "Different models; the edgetam kwargs fix is unrelated to the minimax_m3_vl offload-folder change." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": false, - "reason": "47224 is a bundled multi-fix PR; the shared Edgetam hunk is not enough to treat them as the same PR." + "reason": "47224 is an omnibus multi-fix PR; it is not the same single bug/change as the focused edgetam fix." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Edgetam vs Gemma3; different code paths and failure modes." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "MiniMax-M3-VL load_error vs DeepSeek-V3.2 load_error; same symptom, different model and fix." + "reason": "Both are load_error test fixes, but for different models and different test code; not the same duplicate change." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same MiniMax-M3-VL load_error; both add temporary offload-folder handling in the same loader/test path." + "reason": "Same model, same integration-test load_error, and both add a temporary offload folder to the model load path." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error vs glm46v/glm4v modeling change; not the same bug." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47123", "right": "pull_request:47443", "accept": false, - "reason": "MiniMax test load_error and DeepSeek rope cleanup are unrelated fixes." + "reason": "Different model/test problems; the minimax offload-folder fix is unrelated to the deepseek_v32 multi-file cleanup." }, { "left": "pull_request:47123", "right": "pull_request:47444", "accept": false, - "reason": "Different models and different fixes; no shared concrete code-path problem." + "reason": "Different model/test problems; not the same underlying bug." }, { "left": "pull_request:47124", - "right": "pull_request:47310", + "right": "pull_request:47282", "accept": false, - "reason": "Falcon-Mamba output mismatch vs Gemma3 output mismatch; same symptom category only." + "reason": "Different models and failure modes (falcon_mamba output mismatch vs mamba2 OOM)." }, { "left": "pull_request:47124", - "right": "pull_request:47445", + "right": "pull_request:47310", "accept": false, - "reason": "Falcon-Mamba generation test vs PEFT loading fix; unrelated code paths." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47124", - "right": "pull_request:47282", + "right": "pull_request:47380", "accept": false, - "reason": "Falcon-Mamba output mismatch vs Mamba2 OOM; different underlying issues." + "reason": "Different models; the falcon_mamba expected-output update is unrelated to the mamba2 OOM fix." }, { "left": "pull_request:47124", - "right": "pull_request:47380", + "right": "pull_request:47443", "accept": false, - "reason": "Falcon-Mamba output mismatch vs Mamba2 OOM; only broad test-fix similarity." + "reason": "Different models and unrelated changes." }, { "left": "pull_request:47124", - "right": "pull_request:47443", + "right": "pull_request:47445", "accept": false, - "reason": "Falcon-Mamba generation output issue is unrelated to the DeepSeek rope cleanup." + "reason": "Different models and unrelated changes." }, { "left": "pull_request:47266", - "right": "pull_request:47443", + "right": "pull_request:47280", "accept": false, - "reason": "DeepSeek-V3.2 load_error test workaround vs model implementation cleanup; not the same concrete bug." + "reason": "Different models and different load-failure instances; not a duplicate fix." }, { "left": "pull_request:47266", - "right": "pull_request:47280", + "right": "pull_request:47443", "accept": false, - "reason": "Different models and different load_error workarounds; no shared code-path." + "reason": "Both touch deepseek_v32-related tests/files, but they address different problems with different code changes." }, { "left": "pull_request:47266", "right": "pull_request:47444", "accept": false, - "reason": "DeepSeek-V3.2 test load_error vs MPT model cleanup; unrelated." + "reason": "Different changes; no evidence of the same concrete bug." }, { "left": "pull_request:47266", "right": "pull_request:47445", "accept": false, - "reason": "DeepSeek-V3.2 load_error test fix vs PEFT integration fix; unrelated changes." + "reason": "Different changes; 47445 also includes an extra PEFT fix." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error vs glm46v/glm4v refactor; different models and bugs." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47280", - "right": "pull_request:47310", + "right": "pull_request:47282", "accept": false, - "reason": "MiniMax-M3-VL load_error vs Gemma3 output mismatch; not the same issue." + "reason": "Different models; minimax_m3_vl load_error fix is unrelated to mamba2 OOM handling." }, { "left": "pull_request:47280", - "right": "pull_request:47380", + "right": "pull_request:47310", "accept": false, - "reason": "Same broad OOM theme, but different model/test and different mitigation; not a duplicate." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47280", "right": "pull_request:47443", "accept": false, - "reason": "MiniMax loader workaround vs DeepSeek rope cleanup; unrelated." + "reason": "Different models and different failure modes." }, { "left": "pull_request:47280", "right": "pull_request:47444", "accept": false, - "reason": "MiniMax loader workaround vs MPT/DeepSeek code cleanup; not the same bug." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47281", "right": "pull_request:47443", "accept": false, - "reason": "glm46v/glm4v model refactor vs DeepSeek rope cleanup; unrelated." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47281", "right": "pull_request:47445", "accept": false, - "reason": "glm46v/glm4v refactor vs PEFT integration change; different code paths." + "reason": "Different models; the PEFT change is unrelated to glm46v." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Same Mamba2 OOM in the same integration test; both adjust memory/runtime behavior to avoid the crash." + "reason": "Same model and same OOM integration-test failure; both are variants of the same mamba2 test stabilization." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Mamba2 OOM vs Gemma3 output mismatch; unrelated failures." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47282", - "accept": false, - "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are different model failures." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47282", "right": "pull_request:47444", "accept": false, - "reason": "Mamba2 OOM workaround vs MPT/DeepSeek cleanup; not the same change." + "reason": "Different models and unrelated changes." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Gemma3 output mismatch vs Mamba2 OOM; different underlying bugs." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47310", "right": "pull_request:47445", "accept": false, - "reason": "Gemma3 generation/default-cache fix vs PEFT loading fix; unrelated." + "reason": "Different models and unrelated changes." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are different model-specific issues." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47380", "right": "pull_request:47444", "accept": false, - "reason": "Mamba2 OOM mitigation vs DeepSeek/MPT code cleanup; unrelated." + "reason": "Different models and unrelated changes." }, { "left": "pull_request:47443", "right": "pull_request:47445", "accept": false, - "reason": "47445 adds a PEFT-specific load fix in addition to overlapping model-file edits; not the same concrete change." + "reason": "47445 includes the same model-file cleanup plus an extra PEFT-specific fix; that makes it a multi-issue PR, not the same single change." }, { "left": "pull_request:47443", "right": "pull_request:47444", "accept": true, - "reason": "They share the same DeepSeek/MoE rope/Yarn cleanup across the same model files; only the targeted failing test differs." + "reason": "Same shared model-file cleanup and same underlying change; 47444 is just the variant with a different test target." }, { "left": "pull_request:47444", "right": "pull_request:47445", "accept": false, - "reason": "Shared model-file overlap, but 47445 is mixed with an unrelated PEFT integration fix." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47444", - "accept": false, - "reason": "MiniMax-M3-VL loader workaround vs DeepSeek/MPT code cleanup; not the same bug." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47444", - "accept": false, - "reason": "MiniMax-M3-VL load_error workaround vs MPT/DeepSeek cleanup; different underlying issue." - }, - { - "left": "pull_request:47282", - "right": "pull_request:47445", - "accept": false, - "reason": "Mamba2 OOM workaround vs PEFT integration and model-file cleanup; not the same change." + "reason": "47445 adds an extra PEFT change beyond the shared model cleanup, so it is not the same single fix." } ] }, @@ -29065,7 +29014,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "189292c1154dd9dfd6e9871e379a602e14017e8fb9bb897b5cefada8431c7e32", + "prepared_review_unit_hash": "c26fc1c89112b8307e09b89af105475e10bb031d0dd5a55ffe3c5994ad63c053", "component_budget": { "node_count": 2, "item_count": 2, @@ -29087,28 +29036,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same chat CLI bug where management endpoints are built from a `/v1` base URL instead of the service root. PR #47140 is the broader fix; PR #47303 is a narrower variant for the same path.", - "confidence": 0.82, + "summary": "Two open PRs in the same chat CLI area both try to fix base URL handling for management endpoints under a /v1 service URL, but they do so with different scopes and code paths. They look related, not duplicates.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47140 is the better canonical representative because it fixes the base URL normalization once in `RichInterface`, covering management calls consistently rather than patching only one call site.", + "canonical_pr_reason": "47303 is the better representative because it explicitly routes management calls to the service root and centralizes the URL normalization in a helper, matching the stated issue target more directly.", "best_issue_reason": null, - "best_pr_reason": "PR #47140 is the strongest overall candidate: it directly addresses the `/v1` base handling at initialization and appears more complete for the underlying routing bug.", + "best_pr_reason": "47303 is the strongest standalone PR in the cluster: it addresses the service-root routing problem directly and keeps the URL fix localized to management calls.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": true, - "reason": "Same underlying bug: chat management URLs are incorrectly rooted at `/v1`. Both PRs fix that service-root routing in `src/transformers/cli/chat.py`, and they could be consolidated into one change by choosing one implementation approach." + "accept": false, + "reason": "Both touch chat CLI management URLs, but 47140 normalizes the stored base URL for the whole interface while 47303 only rewrites the load_model request path; they are related fixes, not the same concrete change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs target chat CLI management URL routing away from a `/v1` base, and the distinction between a broader centralized fix (#47140) and a narrower call-site fix (#47303) is supported by the diffs and titles. The soft-edge mergeability verdict is conservative enough: they appear to address the same bug and could be combined into one PR by selecting one implementation approach rather than both." - }, - "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 }, @@ -29131,7 +29077,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "7a46b43c3f55ce21663956bacbe3ba98b57dfe48acd1bfb1d0d3dd0839c7276f", + "prepared_review_unit_hash": "9f89b4b6b7f31ab3c4df36c61fb73f3f74dc648c06ecd58d4912286c5b96e24f", "component_budget": { "node_count": 2, "item_count": 2, @@ -29153,18 +29099,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated open PRs: one fixes gradient inflation with label smoothing during gradient accumulation, and the other adds/validates `min_tokens_to_keep` handling in `TopHLogitsWarper`. They target different code paths and are not duplicates.", + "summary": "These PRs are unrelated: one fixes label-smoothing loss scaling during gradient accumulation, while the other adds and validates `min_tokens_to_keep` in TopHLogitsWarper. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the stronger canonical representative because it addresses a concrete training bug, has an explicit issue link, and its diff spans the actual fix plus tests; the other PR is a separate generation feature/fix.", + "canonical_pr_reason": "PR 47261 is the stronger canonical representative of this cluster because it has an explicit issue link, more discussion/review activity, and a well-scoped bug fix in the training loss path.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the best overall representative of the cluster since it is more clearly bug-driven and self-contained, while PR 47262 is unrelated in subsystem and behavior.", + "best_pr_reason": "PR 47261 is the best representative overall: it addresses a concrete regression with clear issue context and a focused code change, whereas 47262 is a separate generation-API enhancement.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and behaviors: one changes Trainer/LabelSmoother loss scaling for gradient accumulation, the other changes generation logits warping to respect `min_tokens_to_keep`. They do not fix the same underlying bug and would not plausibly merge into one PR." + "reason": "Different underlying problems and code paths: trainer label-smoothing/gradient accumulation versus generation logits warping. They are not mergeable as one PR." } ] }, @@ -29194,12 +29140,12 @@ "soft_pairs": [ "pull_request:47315|pull_request:47430" ], - "prepared_review_unit_hash": "8858cd1794ea2e0b7a8ea369a7e165f385b808df7437418d147d8559f3da0795", + "prepared_review_unit_hash": "01b5f0c4f2995c697435e42be77314834876c4e7d62ed83e478539a2e3c34037", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4383, + "serialized_chars": 4382, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -29207,7 +29153,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4383, + "serialized_chars": 4382, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -29216,18 +29162,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch compressed_tensors MoE expert decompression, but they address different bugs: one fixes fallback shape reconstruction for non-32-divisible bit widths, the other preserves asymmetric zero_point handling. Related subsystem, not the same change.", - "confidence": 0.91, + "summary": "Two pull requests touch the same compressed_tensors MoE decompression path, but they fix different bugs: one handles non-32-divisible bit widths via shape fallback, the other collects zero_point for asymmetric quantization.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47430 is the broader decompression fix: it updates both the integration path and the quantizer to carry zero_point through asymmetric MoE expert decompression, whereas PR 47315 only patches shape inference for certain bit widths.", + "canonical_pr_reason": "PR 47315 is the cleaner canonical representative for this cluster because it targets the core decompression shape bug in a single code path and is more self-contained.", "best_issue_reason": null, - "best_pr_reason": "PR 47430 is the better representative of the cluster because it covers a more complete decompression-path change across multiple files, while PR 47315 is a narrower single-file bug fix.", + "best_pr_reason": "PR 47315 is the better overall representative of the cluster since it addresses the main MoE decompression correctness issue directly and is narrower than the asymmetric zero_point follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:47315", "right": "pull_request:47430", "accept": false, - "reason": "Different concrete defects: 47315 fixes incorrect unpacked-dimension fallback for 3/5/6/7-bit packing, while 47430 fixes missing zero_point propagation for asymmetric decompression. Same area, not the same underlying bug." + "reason": "Different underlying defects: one fixes incorrect reconstructed weight shapes for non-32-divisible bit widths, the other adds zero_point handling for asymmetric expert decompression. Same file/subsystem, but not the same bug or mergeable into one fix." } ] }, @@ -29257,12 +29203,12 @@ "soft_pairs": [ "pull_request:47400|pull_request:47421" ], - "prepared_review_unit_hash": "ea1b59c27dbb00398b91a2f10f7e4e2137e4fe5d17f26d75cdaf52a2d433d604", + "prepared_review_unit_hash": "094e2a08db69b5f457fe35a962db66f7d97233f0d10dc89d4bc051042d697d33", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4619, + "serialized_chars": 4618, "estimated_input_tokens": 1155, "estimated_eval_tokens": 2566 }, @@ -29270,7 +29216,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4619, + "serialized_chars": 4618, "estimated_input_tokens": 1155, "estimated_eval_tokens": 2566 }, @@ -29279,18 +29225,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same GGUF loading/documentation/test area, but they add support for different model families: Phi-2 vs DeepSeek-V3. They are related by subsystem, not by the same underlying change.", + "summary": "These are two separate GGUF-loading PRs for different model families: one adds Phi-2 support, the other adds DeepSeek-V3 support. They share the same integration files because they extend the common GGUF loader, but they are not the same underlying change.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47421 is the broader representative of the cluster: it adds GGUF support for DeepSeek-V3 with a larger code path update and docs/test changes, making it a better anchor than the narrower Phi-2-only PR.", + "canonical_pr_reason": "PR #47421 is the better cluster representative because it is the newer, broader GGUF support change for DeepSeek-V3; however, it is not a duplicate of #47400 since the target architecture and code-path additions differ.", "best_issue_reason": null, - "best_pr_reason": "PR #47421 is the best PR candidate because it appears to be the more substantial and more representative GGUF integration change, while #47400 is a separate model-specific addition.", + "best_pr_reason": "PR #47421 is the strongest standalone PR in the cluster because it appears to add a distinct model integration on top of the shared GGUF machinery. It is still not a mergeable duplicate of #47400, which is specifically about Phi-2.", "soft_edge_verdicts": [ { "left": "pull_request:47400", "right": "pull_request:47421", "accept": false, - "reason": "Both PRs modify the same GGUF integration files, but they target different model architectures (Phi-2 vs DeepSeek-V3) and are not the same concrete bug or change." + "reason": "Reject: same GGUF subsystem and files, but different concrete model support (Phi-2 vs DeepSeek-V3) and different integration logic; they are not the same underlying bug/change." } ] }, @@ -29320,12 +29266,12 @@ "soft_pairs": [ "pull_request:47431|pull_request:47434" ], - "prepared_review_unit_hash": "13cba77cceee4848611f83b8a4724d5c5199e766bfc5c2744c9be77c7bb95037", + "prepared_review_unit_hash": "7a227ff828acbbda90eef32061ef6ddbc45522d80ababdcaa0673a146674c426", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3811, + "serialized_chars": 3812, "estimated_input_tokens": 953, "estimated_eval_tokens": 2162 }, @@ -29333,7 +29279,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3811, + "serialized_chars": 3812, "estimated_input_tokens": 953, "estimated_eval_tokens": 2162 }, @@ -29342,18 +29288,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests make the same tokenizers upper-bound relaxation in the same two files and target the same issue, so they are duplicates of one another.", - "confidence": 0.99, + "summary": "These two pull requests are near-perfect duplicates: same files, same diff, and same target issue (#47429). Both relax the tokenizers upper bound from <=0.23.0 to <0.24.0; they can be treated as the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47434 is the better canonical PR because its title is more explicit and it directly references the tracked issue (#47429), while the diff is identical to #47431.", + "canonical_pr_reason": "PR 47434 is the cleaner canonical pick because it states the issue fix explicitly in the title and has the same exact patch as 47431.", "best_issue_reason": null, - "best_pr_reason": "PR #47434 is the strongest representative of the cluster: it states the exact change, links the issue, and has the same code edits as #47431.", + "best_pr_reason": "PR 47434 is the best representative: it is explicit about fixing #47429, and its scope matches the concrete dependency-boundary change exactly.", "soft_edge_verdicts": [ { "left": "pull_request:47431", "right": "pull_request:47434", "accept": true, - "reason": "Identical diff, same touched files, and the same explicit issue target; these are the same underlying change and could be merged as one PR." + "reason": "Same issue target, same filenames, and identical diff preview; both implement the exact same version-bound relaxation for tokenizers." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 878148a6db8bfa8e96c99aa4686c1edf6e84edd1..70e949077fa7194ea061c0e9ef64d4b622bd4c52 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260721t060018z", + "analysis_id": "hybrid-model-20260721t120029z", "archived_artifacts": { - "hybrid": "snapshots/20260721T060018Z/analysis-runs/hybrid-model-20260721t060018z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260721T060018Z/analysis-runs/hybrid-model-20260721t060018z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-21T06:15:11Z", + "published_at": "2026-07-21T12:17:25Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260721T060018Z", + "snapshot_id": "20260721T120029Z", "variant": "hybrid" } diff --git a/snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.json b/snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..0d30033682832f6ff024d529a7241d71ba9b86a8 --- /dev/null +++ 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I found one strong duplicate pair around DeepSpeed ZeRO-3 + BertModel index errors; the rest are not the same concrete bug/change. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43596 is the clearest representative of the confirmed duplicate pair: it states the exact ZeRO-3/BertModel index-out-of-bounds failure in a concise form, and the paired issue adds only a minor wording variation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best issue to keep as canonical because it most directly describes the shared failure mode and appears to be the cleaner original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated backends and errors: AMD GPU model failure vs MPS histogram op missing for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different issue types and code paths: image-preprocessor dtype mismatch vs AMD GPU model loading/runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but they are different models and likely different failure sites." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models/examples and no shared concrete bug path." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and error types; not the same underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export failures with no shared code-path evidence." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error vs auto device-map cuda assert; different failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs documentation cleanup; not the same bug/change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT unpacking failure and resume/trust-remote-code issue are different training paths." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed content and are not the same change." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch is not the same as Gemma4 PLE device-mapping failure." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-like, but one is ZeRO-3/Bert loading and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 + BertModel index-out-of-bounds failure, with only minor wording differences about pretrained state." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy usage and GPT-OSS TP failure are different problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save/reload mismatch are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Different distributed-training failures: activation checkpointing/FSDP mismatch vs IterableDataset length crash." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error and LoRA merge inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are separate issues." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures and code paths differ." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and device-mapping contexts; no same underlying bug shown." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing shape mismatch and CUDA assert on auto device mapping are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram limitation and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1 compatibility, but the titles are too generic to confirm the same concrete failure mode." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are different reports." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different dtype/runtime failure contexts." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs MPS histogram op issue are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method call and MPS Int histogram limitation are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error and TRL SFT input embedding unpacking failure are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure mechanisms." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Unpacking Qwen3.5 embeddings in TRL and GPT-OSS TP failure are not the same underlying issue." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and BertModel ZeRO-3 IndexError are similar in shape, but they involve different model families and likely different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted pair, issue:43596 vs issue:43638, is supported by near-identical ZeRO-3/BertModel IndexError titles, while the other soft pairs are rejected with appropriately cautious reasoning. No PRs are present, and the summary does not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:46901", + "issue:47394", + "issue:47448" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:39290|issue:41720", + "issue:43866|issue:46402", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:44841|issue:47448", + "issue:41762|issue:43596", + "issue:43039|issue:44560", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:46901|issue:47394", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070" + ], + "prepared_review_unit_hash": "ea7126327cd3db397fbf93dc7b6294a97180b36a0ca64e7b6331c3c25502a8df", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37799, + "estimated_input_tokens": 9450, + "estimated_eval_tokens": 19156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous rather than one duplicate set. Two pairs look like genuine duplicates: the DeepSpeed ZeRO-3 zero-length/index-out-of-bounds load failure, and the v5 AutoTokenizer wrong-token-IDs regression across multiple model families. The rest are distinct bugs or docs issues.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into unrelated subtopics. If one issue has to represent the strongest duplicate subgroup, issue 45920 is the best umbrella for the broad AutoTokenizer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it describes a broad, clearly scoped regression affecting multiple model families and can subsume the narrower Granite report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs complaints, but they concern different removed APIs and different pages; not the same underlying bug/change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: autocast dtype mismatch on Phi-tiny-MoE vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch vs a CustomTrainer kwarg signature error; different code paths." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpoint/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is not the same as the mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version compatibility, but they describe different incompatibilities and different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime problems: missing sliding_window_pattern vs cudaErrorAssert with auto device mapping." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different failures in different areas: AMD GPU support vs table-question-answering crashes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the distributed-build support regression." + }, + { + "left": "issue:44841", + "right": "issue:47448", + "accept": false, + "reason": "Different model-loading/processing issues: Voxtral processor failure vs Gemma4 arch recognition." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both describe the same DeepSpeed ZeRO-3 index-out-of-bounds/size-0 failure during model loading, just on different model classes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Cross-entropy invocation under Liger Kernel is unrelated to the Qwen3-vl video StopIteration error." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different API removals and different documentation pages." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different problems: device_map forward-device mismatch vs video feature/token mismatch in chat template processing." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and Gemma4 PLE device mismatch are separate model-specific issues." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 breakage are different regressions." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to docs about RAG." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset multi-GPU crash and 3d_parallel.py execution failure are not the same concrete issue." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer token-ID regression across multiple model families; 45920 is the broader umbrella report." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params kwarg incompatibility is unrelated to the distributed-support regression." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": false, + "reason": "Both are training-loss shifting bugs, but they are model-specific and not clearly the same code-path problem." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a model-specific sliding-window issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs inability to load checkpoints are different failure causes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError-style training/load failures, but the shapes and contexts differ and they do not read as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the issue titles and descriptions, and the summary correctly treats the rest as heterogeneous. No obvious overstatement or mergeability problem." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43541|issue:47228", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43296|issue:43366", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:44387|issue:45005", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43596|issue:46165", + "issue:39186|issue:44918", + "issue:43716|issue:44918" + ], + "prepared_review_unit_hash": "be05cf31c9fb1649da9f40261674f6420f35e53e6f02b802479dace850ee4a41", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39848, + "estimated_input_tokens": 9962, + "estimated_eval_tokens": 20180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most pairs are different bugs that merely share broad themes like indexing, multimodal loading, or config regressions. The strongest duplicate candidates are the Qwen video-input regression pair and the Siglip2 output-regression pair; everything else should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "44291 is the clearest root-cause report in the set: it names the specific `_is_hf_initialized` TypeError and the exact loading path, making it a better umbrella than downstream symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 is the best issue to keep because it is explicit, actionable, and describes the underlying regression rather than a narrower manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different failures and models: Mixtral torch-dynamo grouped_mm error vs Sam3 bf16 compilation regression." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and a PretrainedConfig/pydantic regression are unrelated code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table-question-answering crash are different subsystems and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same bug as a torch-transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and YOLO multi-GPU device-map failure are different model/runtime problems." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to table-question-answering task crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing `sliding_window_pattern` with vLLM is a different issue from Gemma4 device mismatch in forward." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing `GenerationMixin` and Gemma3 config attribute errors are unrelated failures." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 chat streaming failure and an MPS histogram kernel error are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo tracing and MPS MoE histogram errors are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing on Mixtral is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compilation TypeError do not share a concrete code path." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoE invalid-method call and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weight bug and an Ovis2 checkpoint corruption report are unrelated." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 fallback blocking and remote-code config_class errors are different regressions." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm missing `pad_token_idx` and a PretrainedConfig pydantic-field regression are distinct config bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the mask/tensor shape mismatch is not the same as zero-sized loading under ZeRO-3." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility and a Sam3 bf16 compilation regression are not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Similar-looking index errors, but one is a mask/tensor length mismatch and the other is an embedding unpacking failure with TRL." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are different problems." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-architecture issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming inference failures." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The shared theme is config/init loading, but the specific `_is_hf_initialized` TypeError and the pydantic field regression are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failures are unrelated to Sam3 bf16 compilation regressions." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 memory/OOM regression and tied-weights translation-model issues are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoE invalid-method calls are unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are broad compatibility complaints, but they point to different breakages and cannot be merged safely." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal mismatches, but image-preprocessor dtype mismatch is not the same as video-token/template mismatch." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression / template mismatch; 46294 looks like a narrower instance of the broader 44479 bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Two different IndexErrors with different shapes and model/loading contexts; not the same defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report Siglip2 producing bad/nonsensical text embeddings or outputs, pointing to the same underlying Siglip2 regression." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO device-map failures are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Unwrapping `text_config` for composite multimodal configs is a different issue from uninitialized `inv_freq` after `to_empty(cuda)`." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "A generic Flash Attention 2 issue is not enough to equate it with a remote-code `config_class` attribute error." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BertModel loading error and resume-training with local remote-code model are different problems." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking are different multimodal/training bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and stays within the packet evidence. The two accepted duplicate pairs (44479/46294 and 43054/43994) are well-supported by closely matching model/symptom descriptions, and the remaining rejections are appropriately cautious rather than overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:45632|issue:45698", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:35308|issue:42915", + "issue:44863|issue:45005", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46489|issue:46491", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:46032|issue:47246", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:46899|issue:46932", + "issue:47332|issue:47333", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "5ea5fc41c441eaf9f1991a79abfa5a40013fcbea70b162606815c7e6e9ca8974", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37131, + "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 mostly heterogeneous. The clear duplicate subgroups are the v5 non-persistent-buffer regression, the cache/get_seq_length return-type bug, the Gemma4 quantized embedder dtype-cast bug, and the disk-offloaded Qwen save failure; the rest are distinct issues.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the center of the strongest duplicate chain (43644 \u2194 43950 \u2194 44534) and gives the clearest description of the v5 non-persistent-buffer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best canonical issue for the cluster\u2019s only sizeable duplicate subgroup: it is specific, well-scoped, and links the later duplicate reports cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: custom-model notebook initialization vs blocked flash-attn2 fallback logic." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are model-specific complaints, but the reported symptoms and root causes do not match." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8/Qwen3Moe loading failure is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 weight-tying bug is distinct from the broader translation-model tied-weights issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is a wrong-module reload after save_pretrained." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "IterableDataset multi-GPU crash and CustomTrainer compute_loss signature mismatch are separate trainer problems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion is unrelated to the removed docs command issue." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as a removed run command in docs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking and GraniteMoE invalid method are different concrete failures." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the tied-weights regression." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder tokenizer output and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Generic XOR validation bug and T5 decoder-input error-message bug are not the same issue." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Same broad training context, but different model and failure mode." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and text-embedding quality regression are separate issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer regression; both report from_pretrained filling persistent=False buffers with junk." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and have different symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwarg and DeepSpeed ZeRO-3 load failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer corruption bug in transformers v5; 43950 is the clearer duplicate report." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and IterableDataset length mismatch are different training issues." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Mamba2 recurrence bug and NemotronH slow-path propagation bug are not the same code-path problem." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization incompatibilities: Int8Params kwarg mismatch vs missing Float8 storage." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 text-embedding quality and version-dependent tokenization are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but the affected models and failure descriptions are not specific enough to call them the same bug." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized embedder dtype-casting bug; the right issue explicitly notes it is the same as the other report." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same disk-offloaded Qwen save failure across two Qwen3 variants; same offloading/save_pretrained code path." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a text-embedding quality comparison." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 RLHF gradient explosion are different failures." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API contract bug: get_seq_length returns a Tensor instead of an int, breaking static-cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent-buffer corruption and Qwen3_5Moe rotary embedding uninitialized-memory read are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative. The accepted duplicate subgroups are supported by the issue titles, and the rejected pairs are generally framed as distinct failure modes without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:42947|issue:44387", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:41762|issue:42915", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43883", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:41553|issue:43881", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "a0ef93d124a4ed4869a7a2018880e7a5de7b90cd86e80389e1ef705029ca767d", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37488, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes remote_code/model-loading regressions, tokenizer behavior changes, config/mapping bugs, memory/offload/device-map failures, docs cleanup, and a few unrelated load errors. Issue 45020 is still the best broad representative for the remote_code breakage theme, but it should not be treated as the sole or dominant thread. The only clear duplicates from the packet are the v5 docs pipeline cleanup pair and the SigLIP2 discrepancy pair, which is plausible as the same underlying implementation mismatch.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45020 is the best canonical issue because it is the broadest representative of the remote_code/model-loading regression class, but the overall cluster is mixed rather than a single unified bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best standalone issue representative for the cluster because it captures the broad user-facing remote_code regression theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 HF-vs-original implementation mismatch affecting text embeddings; this looks like one underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: Flash Attention packed-sequence crash vs CPU-offload compatibility in MoE rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both are model/materialization bugs, but they hit different code paths and different symptoms." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Noise-only loading output vs an actual model load failure; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different regressions: LoRA gradient checkpointing behavior vs int4 memory/OOM issues." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated training-time DeepSpeed weight error vs early-stopping metric configuration warning." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug vs AMD GPU support failure; different subsystems and fixes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Separate model-loading failures with different triggers and error modes." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load-noise issue vs a concrete tokenizer loading failure for a specific model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related remote_code area, but one is missing AutoConfig fields and the other is broader model-loading breakage; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated code paths." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is checkpointing ineffective with PEFT LoRA while the other is general Qwen3 MoE training memory use." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation vs device-map placement mismatch; different failures." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing model class vs bitsandbytes Int8Params constructor regression." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn2 fallback blocking; not the same underlying problem." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code/model-loading regression vs a specific Gemma4 device-map forward bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-specific loading failures with no clear shared code path." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping/add-new-model helper bug vs broad remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch vs device-map mismatch; different model/runtime issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error message while loading Voxtral vs missing all_tied_weights_keys on Molmo; different fixes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different model families, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3 MoE compatibility break vs a tied-embeddings warning; related area but not the same issue." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes incompatibility vs YOLO multi-GPU device-map failure; unrelated symptoms." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping bug vs remote-code model_class/config_class attribute error; different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral loading message issue vs glm-4v-9b loading failure; different models and failures." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote_code, but one is broad model-loading regression and the other is a specific loader attribute error." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Separate tokenizer regressions affecting different DeepSeek families and different breakage mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying bug vs non-persistent buffer corruption; unrelated model-state issues." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Opposite tokenizer performance paths with different hot spots; not a duplicate bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Exact same v5 docs cleanup: stale pipeline-task references after pipeline removal." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures for different architectures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports issue 45020 as a broad remote-code regression representative, but the writeup overstates how dominant or unified the cluster is. The items span several different themes (tokenizer regressions, config/mapping bugs, memory/offload/device-map failures, docs cleanup, and a few loading errors), so saying the cluster is mainly one remote-code/model-loading theme is too strong. The SigLIP2 pair (43054/43493) is plausible, but from the packet alone it should be framed more cautiously than a clear duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:46894|issue:46897", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44928|issue:45588", + "issue:43366|issue:43531", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:43716|issue:44560", + "issue:45663|issue:45823", + "issue:41553|issue:44991", + "issue:42915|issue:43957", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43950|issue:45834", + "issue:44560|issue:44918" + ], + "prepared_review_unit_hash": "cd8ab8e72ebf29fb3828c7a685c85f8f4bca71b9a2ae62ba2fb04036047c67e8", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with only a few true duplicate subgroups: Qwen VL 5.3.0 video regressions, Qwen3-family DeepSpeed ZeRO-3 weight-loading failures, identical mask-shape IndexErrors, and the training-loss double-shift reports. Most other high-similarity pairs are false positives that share only a broad subsystem or model family.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the broadest concrete bug report in the set and best serves as a reusable canonical for one of the real duplicate subclusters (the 5.3.0 Qwen VL video-input regression).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest single issue to keep: it is specific, broad in impact, and the clearest representative of an actual duplicate cluster in this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different bugs: Qwen3-MoE weight conversion/loading under accelerate+deepspeed vs gradient averaging with GAS and model_accepts_loss_kwargs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a general Whisper run failure and the other is a specific fbank feature-extraction issue; not clearly the same code path." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated failures: custom trainer compute_loss signature mismatch vs a tensor/mask shape IndexError." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift regression, just reported on different model families." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different concerns: gradient checkpointing effectiveness with LoRA vs a missing supports_gradient_checkpointing flag on a Nemotron variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters; the model variant differs, but the code-path bug is the same." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "The StopIteration report looks like the same 5.3.0 Qwen VL video-input regression, just as a specific symptom on a related model variant." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but for different models and different failure modes; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are effectively the same mask-shape mismatch IndexError, with the same failure class and wording." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support vs an autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different symptoms; only share a general loading/training context." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Separate bugs: BF16/SDPA gradient explosion vs a flash_attention crash on sink-less models." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different issues in the same broad area are not enough here: GGUF support vs a Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero-3/Bert index-out-of-bounds and torch 2.4.1 incompatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different loading failures for different model families; no shared concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and uninitialized-memory after meta\u2192to_empty materialization are distinct regressions." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO-3/Bert initialization bug and a torch-version incompatibility are not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Qwen3-VL video StopIteration are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: per-layer shared_kv_states rebuild vs device_map='auto' forward mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and different failure causes." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure and meta-device loading regressions are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Audio inference leakage across tracks and empty-transcription generation failure are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class and meta-device loading breakage are not the same underlying problem." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Running 3d_parallel.py and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen VL video regression and an MPS histogram/int limitation in MoE are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained and Kosmos2.5 OCR index errors are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "A video-input StopIteration regression and a TRL SFT embedding-unpack failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are supported by strong title-level evidence: the two mask-shape IndexErrors are effectively the same error, the training-loss double-shift reports are explicitly described as the same pattern, and the Qwen video regression pair is tied to the same 5.3.0 video-input symptom. The Qwen3 ZeRO-3 loading pair is somewhat broader, but still plausibly the same failure class and not overstated. The rejected pairs are also handled cautiously, usually distinguishing only similar subsystem/model-family overlap from clear same-bug evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:41553|issue:44488", + "issue:45823|issue:46515", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:41720|issue:42915", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:42915|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44863|issue:46846" + ], + "prepared_review_unit_hash": "6b44a601331df86e2caf83f101822773c4991853db003632cb620bb6aeb3e30e", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35964, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set; only a handful of soft pairs look like true duplicates of the same underlying regression. Strongest duplicate groups are the non-persistent-buffer junk regression, the SigLIP2 bad-output report, the Gemma4 4-bit multimodal dtype bug, and a couple of model-loading/custom-init reports.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest canonical among the repeated non-persistent-buffer regression reports: it is specific, self-contained, and its twin (issue:44534) adds no new scope beyond a reworded version of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best global issue representative here because it describes a concrete, versioned regression with a clear code-path symptom that also has an exact duplicate. It is more actionable than the broader or noisier reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: import/API breakage for GenerationMixin vs Qwen3Moe FP8 config runtime failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Unrelated torch-version incompatibilities affecting different subsystems and code paths." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 custom-model initialization regression; the notebook wording looks like an environment-specific manifestation of the broader init break." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attn crash from 3D position_ids vs a static-cache/torch.compile slice-arithmetic issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failure modes: Bamba torch.compile+SDPA vs Qwen3.5 flash-attn illegal memory access." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are load errors, but for different models and different error surfaces; not clearly the same code-path bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "One is a Gemma4 device-mismatch forward bug; the other is a generic torch compatibility complaint." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT/checkpointing, but one is ineffective checkpointing while the other is a concrete DeepSpeed ZeRO-3 checkpoint error." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions on different model families; same broad area, not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different tensor-shape paths." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure vs Gemma4 device placement bug; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation issues, but they affect different model families and are not clearly the same validation bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model and same underlying bad-output/zero-probability symptom; the second report is a rephrased manifestation of the first." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/Bert zero-3 init failure is unrelated to tokenizer-mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Bert zero-3 index error vs tokenizer mapping lookup issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated tokenizer-mapping and mask-shape errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both mention loading/weights, but they concern different model architectures and different mechanisms." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both report the same Gemma4 multimodal 4-bit quantization dtype-cast problem, with audio/vision modules being hit by the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3/Qwen3Moe failures with distinct runtime contexts." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized/Transformers v5 initialization regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading issues: dequantized model offload vs mmap OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related model family, but one is a runtime output bug and the other is a broken documentation example with extra quantization/processor issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer junk regression; only the version wording differs." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different Gemma/Qwen issues with different symptoms and code paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both reports are the same generic latest-version load failure for BERT-based models; the second is a follow-up on another model showing the same regression." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid-method call in GraniteMoEHybrid vs a broken Nemotron example; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual keys; different code paths." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint-loading failure vs Qwen3.5 TP-plan omissions; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata and stays conservative overall. The true soft-edge verdicts are limited to closely matching regression families with clear title overlap, and the false verdicts generally avoid over-merging loosely related bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46459", + "issue:46512", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46459|issue:46512", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:44164|issue:44291", + "issue:43856|issue:44387", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:43708|issue:44075", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:45362|issue:45406", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:46897|issue:46901", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44079|issue:46829" + ], + "prepared_review_unit_hash": "1fb2a2e15b6bbde4fa384e114385e110a48648a0d027a5d4b8255684722bbd3e", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37280, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only at a high level (same model family, same API surface, or same broad regression class) but not the same concrete bug. The clearest duplicates are the resize_token_embeddings regressions, untied lm_head weight bugs, and the training-loss double-shift reports.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46459 is the best representative: it describes a concrete, user-visible regression in a shared loading path, with a narrow failure mode (dtype ignored for composite checkpoints) and broad impact across Qwen3.5 repos.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46459 is the strongest single issue here because it is specific, actionable, and centrally scoped compared with the more model-specific or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype/config handling, but one is load-time dtype being ignored and the other is from_config leaving config.dtype stale; different bug paths." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs-example mismatch plus quantization failure while the other is bad outputs in AutoModel/pipeline; not the same concrete bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures in v5, but they affect different models and likely different tokenizer incompatibilities." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading problems, but for different models and failure modes; not a single mergeable fix." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about non-persistent buffers getting junk values, the other about Jupyter custom model initialization; unrelated regressions." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is MoE training memory usage and the other is quantization offloading behavior; different issues." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Both mention broken model behavior, but one is a Qwen3 MoE LoRA compatibility regression and the other is resize_token_embeddings on t5gemma." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA compatibility vs generic output_embeddings resizing behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different repositories and symptoms." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are separate loading bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both touch memory, but one is training efficiency and the other is CUDA reserved memory/OOM under int4 quantization." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a pre-tokenizer override and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different failure modes: GLM5 loading versus sinq save/load breakage." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD args being ignored are unrelated training bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: the resize does not propagate to model-specific embedding/output modules." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a Torch version compatibility complaint, the other is meta-device loading failures; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and disabling mmap for Strix Halo OOM are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different crashes; no shared concrete code-path is evident." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map cuda assert and AudioFlamingo3 embedding/token leakage are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug versus Qwen 3.5/3.6 text_config unwrapping; different failure points." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example problems and GLM5 loading are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes: packed-sequence misinterpretation vs s_aux=None handling." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is special-token vocab mismatch and the other is a model-loading failure." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same bug class: lm_head weights not being tied, causing bad generation in multimodal generation models." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same double-shift training-loss bug: the model trains against labels[..., 1:] instead of the unshifted labels." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading behavior and int4 reserved-memory growth are related only at a broad memory level, not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma/Qwen offload and FSDP issues; not the same code path." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track token leakage and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and mmap OOM avoidance are different issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment and VideoPrism output-field mixup are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is grounded in the packet and stays conservative on the soft edges. The accepted pairs are plausible duplicates by title and described failure mode, and the summary does not overstate weaker similarities." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 9, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:44863|issue:46468", + "issue:43335|issue:45663", + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:36010|issue:39404", + "issue:44292|issue:44912", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:43425|issue:47228", + "issue:43645|issue:44164", + "issue:42796|issue:46326", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45292|issue:45335", + "issue:43854|issue:45216", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:45684|issue:45698", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:46894|issue:46901", + "issue:44530|issue:45084", + "issue:45812|issue:46315", + "issue:44683|issue:45823", + "issue:46315|issue:46491", + "issue:39404|issue:45701" + ], + "prepared_review_unit_hash": "f863bdf05ba8672a1ee18cd5048b6fd76f729249db69830e33f4b7f95a635eef", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issues with a few tight duplicate families. The clearest duplicate cluster is the `resize_token_embeddings` regression around output/decoder embeddings; a second plausible duplicate pair is the training-loss double-shift bug across two model variants. Most other soft pairs are only topic-level similar, not the same bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45276 is the strongest representative of the resize_token_embeddings regression: it describes the broadest symptom set and has direct duplicate-like overlap with both 45292 and 45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best overall issue candidate because it is the most complete and central report among the clear duplicates in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is an example breakage; different underlying bugs/code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer config bug vs Gemma-4 FSDP2 KeyError." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated regressions: Qwen VL video input handling vs Granite speech config loading." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is mmap on Strix Halo; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 and 45292 describe the same broken embedding update behavior with different wording." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/model problems: Qwen-3 NVFP4 load failure vs git-oss MXFP4 fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization extra_state handling and mmap OOM are unrelated failures." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Meta-device model loading and disk-offloaded save behavior are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN / SDPA fallback instability." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 shared_kv_states bug are distinct attention/training issues." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and different from the Sam3 bf16 compilation regression." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook initialization breakage is unrelated to extra_state save/from_pretrained handling." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message are different tokenizer bugs." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap-related OOM." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility and autocast dtype mismatch are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug family; both say the resized embeddings are not propagated to the model outputs/decoder embeddings." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM unit-test loading failure is unrelated to Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in Transformers 5.0 and Trainer max_steps resume math are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading/tokenizer complaints, but they point to different model-specific defects." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is file-permission propagation in save_pretrained; the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as the multi-GPU device_map auto failure in YOLO." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern; the model names differ, but the underlying error is the same label-shifting mistake." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models vs slow convert_tokens_to_ids performance are different tokenizer issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention regression on torch >=2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer slowdown and CodeLlama leading-space round-trip regression are distinct bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language behavior and a generic tokenization version-change report do not describe the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate cluster around `resize_token_embeddings` is well supported by the titles, and the other accepted pair is also reasonably justified. Rejections for the remaining soft pairs are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46665", + "issue:46821", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333", + "issue:47448" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:45823|issue:47448", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:40990|issue:47331", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:46665", + "issue:43901|issue:44509", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:46326", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:36032|issue:42915", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:43716|issue:45084", + "issue:43746|issue:47331", + "issue:42796|issue:43404", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "37af8fad965f14988c8831533b72779505e9b00b64accb421bc3f99672f04760", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated v5 regressions across model loading, tokenizers, quantization, multimodal inference, export, and docs. I found no soft-edge pair that clearly shares the same underlying bug/change, so all candidate merges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43611 is the closest thing to a representative anchor because it is a clear, broadly scoped Transformers v5 loading regression; however, the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to represent the cluster\u2019s theme of v5 loading breakages, but it should not be treated as a duplicate canonical for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention v5 and model initialization/loading, but one is about base_model_prefix handling and the other about custom model initialization in Jupyter; different concrete bugs and fixes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and code paths: video-input regression for Qwen VL models versus a generic mask/tensor shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "One is a storage/type error involving Float8 tensors; the other is a compilation/template-node error. No shared underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:47448", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to architecture recognition for gemma4 12B." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained handling of extra_state is a different persistence bug from unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 wrong outputs with AutoModel/pipeline is a model-specific inference issue, not the ModelOutput key assignment bug." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and MetalConfig batched quantized generation corruption are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failing on torch_compilable_check is an export/tracing problem, while Perceiver non-default resolution failure is a vision interpolation issue." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but one is a tokenizer class-method conflict and the other is gguf_file breaking from_pretrained for tokenizer/model loading." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different deprecated/removed pipeline docs and should not be merged as the same change." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading regressions with different models and mechanisms; one is EMBEDDIA/est-roberta loading, the other is Mistral regex patching." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized sinq save/load breakage and mistral_common continue_final_message behavior are separate issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors are not the same bug as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction of another issue and a tokenizer continue_final_message bug are not the same underlying defect." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "One is a reproduction issue, the other is a PagedAttentionCache crash on Qwen3.5; no shared code-path bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are different subsystems and fixes." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device mismatch in forward and the other is an unsafe dtype cast in multimodal embedders." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM and disk-offloaded model save failure are unrelated storage/memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel initialization and compiled flex_attention on torch>=2.9 are distinct failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two model-loading failures for different models and causes; they do not look like the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage in v5 is unrelated to ONNX export dtype mismatch in CanineModel." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading problems with no shared concrete code path." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch for Mistral-3 is unrelated to a template-node compilation error." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and disk-offloaded save behavior are separate loading/offloading bugs." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different defects." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization; different concrete bugs 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": 28, + "review_unit_index": 11, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43299", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43873", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46304", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46894", + "issue:46897", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:45479|issue:46894", + "issue:43541|issue:45084", + "issue:44661|issue:44683", + "issue:46285|issue:46402", + "issue:43299|issue:43931", + "issue:42915|issue:44530", + "issue:45479|issue:46897", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:44530|issue:46304", + "issue:36032|issue:43645", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:45084|issue:45507", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:39404|issue:44671", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:44811|issue:45584", + "issue:43262|issue:47331" + ], + "prepared_review_unit_hash": "51031ddcd7b27b16cf98dbdeb302aa334975d8bf8f5ade5212ffe3ac018f203a", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs mostly share broad subsystems or release versions, but they do not look like the same underlying bug/change. I would reject all soft edges; no pull requests are present. Among the issues, #43873 is the strongest general anchor due to its breadth and activity, but it does not unify these candidates into one duplicate group.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the broadest and most actively discussed issue in the set, with multiple inbound references, so it is the best umbrella candidate even though it is not a duplicate match for the listed pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "One is a zero-loss classification bug; the other is a training-loss double-shift bug in a different model family." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention compilation/tracing, but the concrete errors and code paths are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping name handling and flex_attention compilation are unrelated bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different models, different loading paths, and different symptoms." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a version regression and the other is a weight-shape mismatch; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-related, but one is FP8 config failure and the other is a cache/group-type crash in a different model line." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different loss bugs affecting different tasks and model families." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different repos and likely different tokenizer/model issues." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both touch quantization/offloading, but one is a general offloading behavior issue and the other is a Metal batched-generate kernel bug." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "One is a Qwen3.5 cache crash; the other is a build/runtime support issue for USE_DISTRIBUTED=0." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom-model notebook initialization are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but they affect different models and different operations." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor updates are different bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal finetuning with iterable datasets and mistral_common chat-template handling are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to Qwen2.5-VL multimodal dataset failures." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency issues, but they are about different missing backend registrations." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "The former is about non-persistent buffers being corrupted; the latter is a broader custom-model initialization regression." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different invalid-method/compile failures in different model paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature extraction issues, but the reported failures point to different functions and symptoms." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but for different models and likely different causes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading is the shared theme, but one is a generic from_pretrained breakage and the other is a model-specific failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Metal quantized batch corruption 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": 28, + "review_unit_index": 12, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47331", + "issue:47448" + ], + "soft_pairs": [ + "issue:43208|issue:47013", + "issue:43582|issue:47331", + "issue:42915|issue:45084", + "issue:43746|issue:46326", + "issue:43792|issue:46869", + "issue:43317|issue:43482", + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:42915|issue:44291", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43262|issue:43377", + "issue:36032|issue:43742", + "issue:45020|issue:47448", + "issue:43377|issue:43819", + "issue:42915|issue:44589", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:44451|issue:45081", + "issue:43531|issue:44877", + "issue:44062|issue:44987", + "issue:36032|issue:41720", + "issue:44265|issue:44610", + "issue:44849|issue:45325", + "issue:44008|issue:46899", + "issue:44479|issue:45325", + "issue:43632|issue:46821" + ], + "prepared_review_unit_hash": "588e0c974d2bba16bad9fc369c394cae0629618bd75f1155cbfca7896a49b878", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35804, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, with only loose thematic overlap around Transformers v5 loading/initialization regressions. None of the soft-edge pairs look like the same concrete bug, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest and most representative umbrella: it captures recent Transformers v5 regressions breaking remote-code model loading, which matches the dominant theme across the cluster better than the more narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest high-level regression framing and the widest applicability across the related v5 loading/init failures in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same library area, but different xLSTM failures and different crash conditions." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Unrelated Metal/allocator error versus a batched quantization correctness bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different model/config paths and different failure types." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading bug is unrelated to tokenizer continue_final_message behavior." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading failures, but for different model formats and distinct causes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise suppression on load is unrelated to a Mistral tokenizer regex crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code models, but the initialization failures are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different quantization/init-empty-weights issues with no concrete shared bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer junk are unrelated regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model families and different tokenizer/loading failures." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask bug are separate issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer class-name conflict and MobileLLM key error are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:47448", + "accept": false, + "reason": "Remote-code loading regressions are broader than a specific unrecognized Gemma4 architecture." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are model-output mismatches, but for different models and mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 inference nonsense and OmDet processor image-size mismatch are different bugs." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup and token-count tracking are unrelated trainer bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head.weight, but one is weight tying and the other is serialization behavior." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior and strict config validation are different concerns." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict is not the same as a model-loading regression." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer constructor conflict and Qwen3 device-map CUDA assert are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility bug and processor image-size mismatch are different layers." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen variants and different bugs in hidden-state/rope handling." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision and the other is a quantization dtype cast bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 flag breakage and TimesFM window_size AttributeError 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": 28, + "review_unit_index": 13, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44464", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46294", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46899", + "issue:47254", + "issue:47448" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:40444|issue:45325", + "issue:43872|issue:44291", + "issue:44220|issue:44683", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:45216|issue:45357", + "issue:44291|issue:44589", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:43883|issue:44488", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:42796|issue:46710", + "issue:44079|issue:45663", + "issue:46294|issue:47448", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "04cebd144efd88321ac953802053502c4b5c8bf222892810f8db0859799e91a5", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35820, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model-loading, tokenizer, and generation bugs. Only two soft-duplicate families look credible: the `_is_hf_initialized` init/load regression and the Qwen3.5 `save_pretrained` checkpoint-key regression.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43632 is the best representative because it states the broad underlying `_is_hf_initialized` regression directly, which also explains the more specific init/load failures seen in nearby reports like issue:43872 and issue:44291.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43632 is the strongest single issue to keep as the cluster anchor: it is the most generic, root-cause-oriented report among the set, and it maps to a recurring compatibility break rather than a narrow model-specific symptom.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache length return-type bug; different symptoms and code paths." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but one is a Llava Next load segfault and the other is Qwen3OmniMoe video-input validation; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to noise/logging when loading models." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Qwen2.5-VL training with multiple images per prompt and Qwen3-MoE sliding_window are different model-specific issues." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing gradient_checkpointing support flag is not the same as a PEFT+ZeRO-3 checkpointing runtime error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both concern Qwen2.5-VL, but one is finetuning with multiple images and the other is a rope-index scaling regression; different underlying problems." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both report the same `_is_hf_initialized` compatibility break surfacing through different loaders/wrappers; a single fix could plausibly address both." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on newer torch versions are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different models and different processing stages." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading failure and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different tokenizer bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is not the same issue as tokenizer loading failure." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are the same Qwen3.5 save_pretrained regression around incorrect visual-encoder checkpoint keys; the later report is a continuation of the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` kwarg and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token IDs regression and CodeLlama leading-space round-trip are different tokenizer issues." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper not running and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata for Molmo and failure to load a specific tokenizer are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image finetuning are separate model/version-specific issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as missing support-gradient-checkpointing metadata." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and mmap OOM avoidance on Strix Halo are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and the _is_hf_initialized init error do not share the same underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image finetuning are different features." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same code-path failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuild KeyError are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:47448", + "accept": false, + "reason": "Video chat-template mismatch and Gemma4 architecture recognition are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on auto device mapping and Mistral regex patch crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted duplicate families (_is_hf_initialized and Qwen3.5 save_pretrained checkpoint keys) are supported by the issue titles and similarity, and the rejected pairs are plausibly distinct bugs. No pull requests are present, so the PR fields are fine." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:40444", + "issue:41950", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43883", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46661", + "issue:46697", + "issue:46821", + "issue:46909", + "issue:47217", + "issue:47404", + "issue:47448" + ], + "soft_pairs": [ + "issue:43482|issue:43525", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44387|issue:47404", + "issue:42175|issue:45542", + "issue:43883|issue:44991", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:44462|issue:45812", + "issue:44265|issue:45072", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:45325|issue:45834", + "issue:43317|issue:43856", + "issue:46661|issue:47448", + "issue:44291|issue:44877", + "issue:44509|issue:46909", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:43377|issue:45491", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:41950|issue:47448", + "issue:43873|issue:45701", + "issue:45325|issue:46697", + "issue:43818|issue:45357", + "issue:43818|issue:46402" + ], + "prepared_review_unit_hash": "2b49e63588b0c38a17bb9e3531613377485a462b7931074fd0236f08ea5b790b", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "This cluster is mostly a grab bag of distinct regressions, with a loose theme around Transformers v5 loading/tokenization/vision-model behavior. I did not find strong evidence that most soft pairs are true duplicates, so I kept merging very conservative.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the dominant theme here: a Transformers 5.0 model-loading regression. It is more central to the cluster than the many narrower symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to anchor this cluster because it captures the most general and recurring failure mode (v5 load/init breakage) without overfitting to a specific model or component.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: one is GGUF loading for Qwen2.5, the other is a Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and APIs; one is a PaddleOCR-VL/vLLM load failure, the other is a TimesFM window_size AttributeError." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs a specific model-loading runtime failure." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM/offloading, but the mechanisms differ: int4 reserved-memory growth vs device_map conversion transients on GPU." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/package complaints, but they describe different dependency problems and different failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems: tied-weights attribute error in Molmo vs AutoTokenizer loading for a specific repository." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a tokenizer-specific BOS/EOS omission." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs non-persistent buffer initialization in v5." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other yields wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability problems are unrelated to bf16 dtype mismatch issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different model families and different symptoms; GGUF loading failure is not the same as CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about base_model_prefix loading and the other is custom model initialization; too broad to treat as the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different Qwen/Kosmos vision bugs with different failure modes; not the same underlying code path." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Offload/load failure under quantization is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:46661", + "right": "issue:47448", + "accept": false, + "reason": "Remote-code config_class failure and unrecognized Gemma4 arch are separate model-loading problems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading-related, but one is init_empty_weights argument handling and the other is strict config rejection; different causes." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different docs and different examples/tasks." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision-input regressions, but one is finetuning with multiple images per prompt and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffer junk values vs ModelOutput key assignment." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding complaints, but they affect different models and different mechanisms." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family and position-id area, but one targets still-image temporal scaling and the other video input vision_position_ids; too specific to merge blindly." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model inference failures with no shared concrete code path." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both mention VL image placeholders, but one is finetuning with multiple images and the other is user-text placeholder handling; insufficient evidence of one root cause." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Different problems in different model families: AyaVision lm_head tying vs Granite token serialization/AutoTokenizer behavior." + }, + { + "left": "issue:41950", + "right": "issue:47448", + "accept": false, + "reason": "Video-classification pipeline processor lookup and Gemma4 arch recognition are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization memory behavior is unrelated to tokenization differences across versions." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are separate image-processing bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issue is not the same as Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading bugs with no shared concrete fix path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46315", + "issue:46821", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:42796|issue:45381", + "issue:43828|issue:46821", + "issue:44829|issue:45479", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43606|issue:43819", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:43454|issue:43550", + "issue:40990|issue:42947", + "issue:43257|issue:45923", + "issue:43454|issue:45072", + "issue:47404|issue:47405", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:41720|issue:42617", + "issue:41720|issue:44977", + "issue:45325|issue:46315" + ], + "prepared_review_unit_hash": "6cf634d917e98e65c1f7601a482e849f9a89b572e2af3195d54a4a7caffbed0b", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: tokenizer regressions, multimodal processor bugs, device-map/offload failures, loading/config issues, and unrelated training/API regressions. None of the soft pairs look like the same underlying bug/change, so all are rejected. If a representative issue is needed, 43873 is only the broadest offloading/quantization anchor, not a true duplicate umbrella.", + "confidence": 0.84, + "canonical_issue_reason": "No strong canonical duplicate exists; the items span many unrelated failure modes. If forced to pick a representative, issue 43873 is the broadest offloading/quantization report and has the most discussion, but it still does not cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the least-bad representative because it is open, discussion-heavy, and sits in the broad offloading/quantization theme, but it is still not a good umbrella for the other distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export/export failures around torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different bugs: video-input regression in Qwen VL vs Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id errors." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE has no overlap with TimesFM window_size AttributeError." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention training pathologies, but one is flash-attention-3 degeneration and the other is zero-loss with num_labels=1; different concrete bugs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on gpt-oss-20b is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is a processor config bug, not a PEFT adapter checkpoint loading bug." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but the Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different failures on different models." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures involving torch_compilable_check." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API issue, not a device-map assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset does not work is unrelated to inputs_embeds/past_key_values generation behavior." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but Bark CPU-offload mismatch and DAC.from_latents/STE mismatch are different code paths and bugs." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying in AyaVisionConfig is unrelated to Bamba SDPA/torch.compile failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark is unrelated to PEFT LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Missing lm_head tying in AyaVision is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "One is an OOM from conversion-op transients during device_map loading; the other is a silent conversion skip from model_type mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific add_special_tokens BOS/EOS regression for one tokenizer is not the same bug as broader wrong token IDs across multiple models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching mismatch and OmDet-Turbo processor resolution mismatch are different multimodal bugs." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss API breakage is unrelated to 3d_parallel.py startup failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are different loader regressions." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are different crashes with different model families." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different loading/conversion bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is not the same as non-persistent buffer initialization with junk values." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching/padding-mask issue is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading-not-working report; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device mapping failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling and slow convert_tokens_to_ids in v5 are unrelated tokenizer/vision regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 16, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43450", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:43572|issue:45759", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43322|issue:46050", + "issue:43450|issue:45701", + "issue:41553|issue:43582", + "issue:45685|issue:46821", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:44186|issue:45072", + "issue:43295|issue:45701", + "issue:26413|issue:28530", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:43550|issue:43720", + "issue:43550|issue:43606", + "issue:46821|issue:46869", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:46612|issue:46858", + "issue:43646|issue:46665", + "issue:41720|issue:45161", + "issue:46897|issue:47317", + "issue:42915|issue:43317", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:44610|issue:44898" + ], + "prepared_review_unit_hash": "68be54500cae8ac0a61718944a34cda287b66d403bf41ee4c5f3b7a13fa32b18", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning trainer, tokenization, multimodal processing, quantization, device mapping, and model-specific regressions. I do not see any soft pair that looks like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report here: a core Transformers 5.0 initialization break affecting custom model code. It is the best representative anchor among a set of otherwise separate, model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best issue anchor because it is a clearly framed, broadly relevant core-API regression with a general failure mode; the other reports are narrower and do not collapse into one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading behavior, but one is a StableLM config regression and the other is Qwen multimodal text_config unwrapping; different code paths and fixes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention performance/memory, but int4 quantization OOM and T5/apex RMSNorm memory leak are distinct problems in different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change; no shared underlying bug is evident." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next load-time segfault and a sinq save/load break are different failure modes with different causes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape handling is unrelated to tokenizer version-dependent tokenization changes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error for Voxtral and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "An MPS histogram kernel error for MoE models is not the same as a TimesFM window_size attribute bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-adjacent, but one is quantization offloading behavior and the other is Strix Halo mmap OOM; different mechanisms and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save_pretrained serialization regressions, but one is lm_head weight serialization and the other is Qwen3.5 visual encoder keys." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes for NER/batched padding and dtype mismatches in inference are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression in processor.tokenizer access is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup are separate trainer behaviors." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Loading ScandiBERT failing and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading issues." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d in the decoder and the other is missing text encoder weight loading; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA in Bamba and packed-weight unpacking in BitNet are distinct code-path failures." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "A TimesFM attribute error and a YOLO multi-GPU device_map failure are different model/runtime issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer max_steps recomputation on checkpoint resume are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor size mismatch are different preprocessing bugs." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder omission and static-cache seq-length tensor arithmetic are separate generation/cache bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization break and from_pretrained-in-Python-class inconsistency are related in spirit but not the same concrete failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS tensor-parallel failure are different parallelism/device-map issues." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they involve different models and likely different loss-shift implementations." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with gpu+cpu offload are distinct quantization/load-time problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 device mismatch under auto mapping are different model-specific regressions." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but one is a string-to-.to path issue and the other is a missing _tokenizer attribute; different root causes." + }, + { + "left": "issue:45701", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer version behavior changes and inability to load a specific model are not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45759", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 and text_config unwrapping for Qwen multimodal configs are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46402", + "accept": false, + "reason": "Quantized sinq save/load break and Sam3 text encoder weights not loading are different model-loading regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 17, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44488", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:45357", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47317", + "issue:47337", + "issue:47404" + ], + "soft_pairs": [ + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:43404|issue:45357", + "issue:43531|issue:43572", + "issue:45704|issue:47404", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43441|issue:47337", + "issue:44186|issue:44361", + "issue:43881|issue:44488", + "issue:44734|issue:46858", + "issue:44464|issue:46858", + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:29159|issue:36032", + "issue:44671|issue:44743", + "issue:44387|issue:45701", + "issue:42915|issue:43322", + "issue:43873|issue:45704", + "issue:45479|issue:47317", + "issue:43531|issue:45759", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:45632|issue:45684" + ], + "prepared_review_unit_hash": "e5b251470bdc867e2c3363eaec258a76f081741c37fd59987ec4bd47eb771b22", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35747, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the titles span unrelated tokenizer, model-loading, quantization, generation, and vision bugs. None of the soft pairs look like the same underlying defect, so all candidate duplicate edges should be rejected. No PRs are present, and there is no strong canonical issue for a true duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be picked as the broadest representative, issue 43873 is the most cross-cutting runtime regression here; however, the set is too mixed to justify a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and pipelines' kernels-version import error are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to Qwen3.5 visual-encoder save_pretrained key regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are distinct config bugs." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "T5 apex RMSNorm memory leak and device_map OOM during conversion are different failures." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping setup and void segmentation-map processing do not share a code path." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention loading failure and flaky bbox-range test are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and sleng-bert model loading failure are separate model-specific issues." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "KV-cache continuation indexing in serve is different from cache length arithmetic in _prefill." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistencies under compile and device-tensor seq_length slicing are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing and Bark voice_preset handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram init error are different tokenizer/model-load bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Generic slow-vs-fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens name conflict." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent state reset are unrelated model behaviors." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 CUDA reserved-memory growth and tokenization changes across versions are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault on load are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 RMSNorm memory leak do not look like one defect." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they are model-specific and do not share the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding_window in Qwen3-MoE and text_config unwrapping in AutoModelForCausalLM.from_config are different config paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen3VL weight_only loading are different multimodal failures." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permissions propagation are different save/load 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": 28, + "review_unit_index": 18, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:29159", + "issue:29925", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47254", + "issue:47317", + "issue:47333", + "issue:47405", + "issue:47448" + ], + "soft_pairs": [ + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:43531|issue:46821", + 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None of the soft pairs look close enough to be the same concrete bug/change to merge as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical issue stands out because the items are largely unrelated; if one must be chosen, #44534 is the cleanest broad regression report with a concrete, reusable symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#44534 is the best representative issue only in the sense that it describes a clear Transformers-wide regression, whereas most others are narrower model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training-loss issues, but they affect different models and likely different code paths." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE loading/conversion vs PEFT+ZeRO-3 checkpointing errors." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both involve size/window concepts, but one is a Qwen3-MoE sliding-window bug and the other is a TimesFM attribute error." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated issues: Bark CPU offload device mismatch vs BitNet packed-weight unpacking." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different components and symptoms: BarkProcessor voice preset handling vs Qwen3 device-map CUDA assert." + }, + { + "left": "issue:29159", + "right": "issue:29925", + "accept": false, + "reason": "General tokenizer inconsistency vs a specific SigLIP fast-tokenizer enforcement problem; not the same underlying defect." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Path-trailing-slash import warning is unrelated to a multimodal video-token code bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "No shared code-path: Qwen3-MoE sliding-window logic vs a Float8 storage lookup error." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different surfaces and failures: Gemma4Processor missing _tokenizer vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is not the same as stale documentation for removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark offload mismatch and BigBirdTokenizer special-token registration are unrelated bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5, but one is config unwrapping and the other is CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading failures; no evidence of a shared root cause." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they involve different checkpoints and likely different causes." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "Apex RMSNorm memory leak and silent model_type mismatch conversion skip are distinct problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box processing behavior." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "ImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model load failure; the other is an image-processor dependency regression." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init enforcement and num_labels propagation are different configuration bugs." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Missing gradient-checkpointing support and disk-offloaded save failures are not the same change." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk filling is separate from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45042", + "right": "issue:47448", + "accept": false, + "reason": "PIL/torchvision dependency regression is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder key saving and missing text-encoder weight loading are different multimodal model 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": 28, + "review_unit_index": 19, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45907", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47337", + "issue:47448" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:30064|issue:36010", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:39692|issue:43493", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:44368|issue:45357", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:39692|issue:47050", + "issue:39692|issue:43873", + "issue:43881|issue:47448", + "issue:45356|issue:45907" + ], + "prepared_review_unit_hash": "db08b158aa7e2417d46482d3d2bdfe90ad77d17da04ad030e0361404792f5f11", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a false-positive similarity cluster: the items span many unrelated tokenizer, vision, training, cache, and quantization bugs. I would reject nearly all soft edges; the only clear duplicate-like pair is the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue for the whole set: the items are heterogeneous and do not describe one underlying defect. The only true duplicate-looking pair is 44514/44545, which is a standalone duplicate, not a unifying anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most-discussed real bug in the batch, but it is not duplicated by the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: Perceiver non-default resolution vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "One is an AddedToken keyword error; the other is a model loading failure for vesteinn/ScandiBERT. Unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Same broad vision/documentation area, but different bugs: SigLIP2 example mistakes vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainer behavior, but one is an embedding-unpacking failure and the other is evaluate-after-train failure. Different code paths." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: GraniteSpeech PEFT local checkpoint loading vs quantized model save/load corruption." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation maps vs GenerationMixin import error." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both touch loading/offloading, but one is PEFT adapter checkpoint loading and the other is quantization offloading behavior. Not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE, but 42886 is general tokenizer cache loading while 44843 is a specific mistral-regex code path calling model_info()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer backend post-processor updates vs DiaConfig losing custom token IDs after save/load. Different components." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different bug class: Qwen3.5 num_labels propagation vs generic single-label classification zero-loss across models." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same crash scenario for Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different subsystems: SmolVLM video padding calculation vs FA2 long-context generation performance regression." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different models and failure modes: compiled-forward chunked generation inconsistency vs ONNX export attention dtype mismatch." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is a stale indexer cache on second forward pass and the other is static-cache seq_length tensor arithmetic under torch.compile." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is an implementation discrepancy against JAX. Not the same concrete bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs a ZeRO-3 training instability. Related theme, different issue." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special-token behavior, but one is a backend post-processor update feature request and the other is a BigBirdTokenizer decode bug." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache bug vs flaky bbox coordinate test failure. No overlap in underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL model issues, but one is a from_pretrained weight_only load error and the other is wrong vision_position_ids for video input." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve mistral-regex-ish tokenizer logic, but one is an AttributeError in patching and the other is a Kimi tokenizer regression with codec handling and warning text." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different areas: Mamba2Mixer cache correctness vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different problems: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype-related crashes, but the model, export path, and failing operation are different." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-related, but not the same bug: runtime special-token/post-processor handling vs LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 incorrect pipeline outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated: SigLIP2 documentation/model example issues vs CanineModel fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different domains: SigLIP2 example bugs vs quantization/offloading behavior." + }, + { + "left": "issue:43881", + "right": "issue:47448", + "accept": false, + "reason": "Both are model loading/recognition issues, but they concern different architectures and likely different registry paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub file-listing revision forwarding. No shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. It correctly identifies the only exact duplicate-looking pair as 44514/44545 and does not overclaim broader duplication across the heterogeneous set. The rejected soft edges are generally justified by distinct titles/subsystems/failure modes, and the representative-issue note about 43873 is supported by its high discussion activity without implying a false canonical match." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46650", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050", + "issue:47405" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:43550|issue:43819", + "issue:43550|issue:43927", + "issue:43295|issue:45834", + "issue:44821|issue:45084", + "issue:45072|issue:47050", + "issue:30064|issue:36331", + "issue:44488|issue:47020", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:41720|issue:44991", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43611|issue:46665", + "issue:46829|issue:46832", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:34634|issue:36010", + "issue:46650|issue:47405", + "issue:44991|issue:47020", + "issue:44008|issue:46858", + "issue:44843|issue:45081", + "issue:44561|issue:45020", + "issue:45987|issue:46829", + "issue:39692|issue:45834", + "issue:43643|issue:44877", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "b1f31b980adbdb0af453d2e43eb58998da814365b493fab88fb4a6bb36ea199b", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37463, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs are not true duplicates and should remain separate. The only weak thematic overlap is around remote_code/trust_remote_code regressions, but even there the reports describe different failures.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the broadest representative of the nearest recurring theme (remote_code / trust_remote_code breakages), even though the cluster does not contain a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable global representative because it is the widest umbrella regression report among the related tokenizer/config/remote-code issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different bug classes: packed-weight loading during accelerate init vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input, but one is a Qwen3OmniMoe processing ValueError and the other is a video-token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert initialization failure is unrelated to an audio fbank feature extraction issue." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Compile/SDPA behavior in Bamba does not match DiaConfig token-id persistence and generation IndexError." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error affect different code paths and models." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-compilation failures are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but they occur in different models, export/load paths, and backends." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processing of void segmentation maps is unrelated to a CustomTrainer compute_loss signature break." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Specific tokenizer-loading failure for cjvt/sleng-bert is not the same as the XLMRobertaTokenizer Unigram constructor bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are different issues." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input failure and Gemma3n audio mask variable collision are not the same code path." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping errors are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and from_pretrained behavior inside Python classes are different failures." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Output-field mismatch in VideoPrism is unrelated to RTDetr feature-level handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token handling and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import breakage do not share a concrete code path." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "save_pretrained key corruption and silent model_type mismatch conversion skip are distinct serialization/loading bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is not the same as the XLMRobertaTokenizer Unigram constructor issue." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio mask collision and static-cache seq-length tensor type issues are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info lookup in _patch_mistral_regex and backend_tokenizer AttributeError are separate failures in the same area, but not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code regressions, but one is specifically about is_torch_fx_available removal while the other is a broader umbrella report." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return-type contract and VideoPrism hidden_states misassignment are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation/example problems are unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict config blocking granite_speech loading are different config-loading bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping affect different model configs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 21, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46752", + "issue:46932", + "issue:47276", + "issue:47337" + ], + "soft_pairs": [ + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43322|issue:45685", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43421|issue:44811", + "issue:45183|issue:45479", + "issue:46752|issue:47337", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43577|issue:43818", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:44610|issue:45072", + "issue:28218|issue:29159", + "issue:34634|issue:36331", + "issue:43540|issue:45381", + "issue:43720|issue:45072" + ], + "prepared_review_unit_hash": "888832ab81e4d9e7d8edb3ca5fe059c41a709ed00fdaf3782f3b8dfbc5dad0dc", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35608, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated from titles/metadata alone. The tokenizer pair (28218/29159) is only a weak, title-level match and should not be treated as a confirmed duplicate without body-level evidence.", + "confidence": 0.61, + "canonical_issue_reason": "issue:28218 is the more specific tokenizer report and the better canonical anchor by title alone, but its relationship to issue:29159 is only tentative, not confirmed duplicate evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the clearest and most narrowly phrased tokenizer spacing report, so it is the best issue to anchor the cluster if these reports are later linked; current evidence still does not prove duplication with issue:29159.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crashes vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and behaviors: Pegasus output drift vs CamemBERT masked-LM prediction changes." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract bug is unrelated to Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to importing pipelines failing due to kernels version/revision requirements." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths and symptoms: Qwen video chat-template mismatch vs T5 decoder-input validation." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to an MPS histogram implementation error on Int tensors." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions and RTDetrV2 output drift are different regressions in different models." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to Gemma3n's variable-name collision/AttributeError." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is not the same bug as Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different problems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to the bfloat16 dtype mismatch reports." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and input pipelines: Qwen video-input regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens handling are distinct bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging is unrelated to single-label classification with num_labels=1 producing zero loss." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty apply_chat_template input and flaky bbox coordinate-range test failures are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different failures." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling in Transformers v5 is not the same as FSDP CPU RAM efficient loading breaking." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message complaints, but they refer to different warnings in different generation paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor/model input-size mismatch is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The titles are plausibly related around tokenizer special-token behavior, but the packet lacks body-level evidence to confirm the same underlying bug or code path." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and qwen2.5-vl/qwen3.5 vision_position_ids regression are different multimodal bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch issues in other models." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too confident for the evidence in the packet. The only accepted pair, issue:28218 vs issue:29159, is plausibly related, but the packet only gives titles/metadata, so saying they are the same tokenizer special-token bug and the same code path goes beyond what is grounded. The canonical/best-issue claims also rely on that unproven duplication. Please downgrade that soft-edge verdict to conservative uncertainty or reject it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 22, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46851", + "issue:46932", + "issue:47217", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43645|issue:46665", + "issue:43931|issue:46846", + "issue:47276|issue:47337", + "issue:43749|issue:44291", + "issue:43742|issue:45020", + "issue:43825|issue:43994", + "issue:42175|issue:45081", + "issue:47254|issue:47333", + "issue:43388|issue:46032", + "issue:42915|issue:47333", + "issue:46697|issue:46728", + "issue:44671|issue:45701", + "issue:44589|issue:45042", + "issue:43577|issue:43582", + "issue:47254|issue:47332", + "issue:43782|issue:45325", + "issue:43262|issue:47217", + "issue:46851|issue:47337", + "issue:36010|issue:43645", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:36010|issue:36331", + "issue:45003|issue:46285", + "issue:43531|issue:45042", + "issue:46175|issue:46932", + "issue:43550|issue:44912", + "issue:45372|issue:46326", + "issue:42175|issue:46291" + ], + "prepared_review_unit_hash": "56dc388427da6e02a18228a96adee33304baed6c5b00304f9d530fec2b130db1", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36712, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the soft-similarity pairs share keywords or broad subsystems, but the concrete bugs, models, and code paths differ. None of the soft edges look like true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "If a single anchor is needed, issue:47254 is the least bad representative because it is a substantive runtime failure and sits in the only small offloading/checkpointing-related pocket of the cluster. It is not a true duplicate umbrella for the rest of the items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:47254 is the best overall representative of the cluster only in the weak sense that it is a real, high-severity bug and one of the few with nearby soft matches. The cluster still does not form a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model/loading behavior in notebooks, but one is a Transformers 5 import/init break and the other is inconsistent from_pretrained behavior inside Python classes; different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different bugs: Qwen3-VL weight-shape mismatch versus Qwen3.5 TP planning missing linear_attn entries." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A warning-message issue about synced_gpus is unrelated to a flaky bbox-range test failure." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but one is FSDP CPU RAM efficient loading breaking and the other is an unexpected _is_hf_initialized argument in init_empty_weights; distinct code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key lookup error is model-specific, while remote_code breakage is a broader loading regression; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message / task-support message bug in pipeline(), the other is incorrect model outputs for SigLIP2." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/dependency mismatch for torch extra vs a tokenizer backend_tokenizer crash; unrelated subsystems." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient checkpointing + ZeRO-3 CheckpointError is a training-time failure, while disk-offloaded model saving is a serialization/offloading bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering drops tuple labels in the last batch; Mamba2Mixer has incorrect use_cache results for seq_len>1. Different code paths." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Both mention Qwen models, but one is FineGrainedFP8Config failure and the other is saving a disk-offloaded model; different mechanisms and symptoms." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing bugs, but one over-pads already-divisible Swin2SR inputs and the other miscounts patches for Aria at a specific max_image_size." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM predictions regress, whereas the other report is a broader tokenization behavior change across versions." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are unrelated runtime/dependency issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation on load is unrelated to a TypeError in caching_allocator_warmup on Apple Silicon." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "CheckpointError under PEFT/ZeRO-3 is not the same as failing to save a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: weight_only loading failure versus rope-index temporal scaling." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Variable-length position_ids in Qwen3.5 is a model behavior bug; the other is an unrelated flaky bbox-coordinate test." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and notebook custom-model initialization breakage are separate regressions." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate default and DAC.from_latents missing STE are different audio bugs in different components." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration causing empty decode is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "An Apple Silicon allocator TypeError is not the same bug as float16 AMP crashing in LwDetrImageLoss." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated API regressions." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are different model-internal issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot memory blow-up in vision patch embeddings and the other is a dtype-casting fix for quantized embedders." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure is a compile/runtime-path bug, not the same as MXFP4 quantization loading fallback." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "ReasoningEffort import breakage in Gemma4 processor loading and continue_final_message behavior for mistral_common tokenizers are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and kernels v0.15 requiring version/revision are different dependency 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": 28, + "review_unit_index": 23, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28370", + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:47050" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43825|issue:43827", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:42915|issue:44821", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43257|issue:43696", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:28370|issue:29159", + "issue:43746|issue:44811", + "issue:43906|issue:46209", + "issue:45084|issue:45538", + "issue:42915|issue:43742", + "issue:38175|issue:44610", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:44291|issue:45042", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43526|issue:44554", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "57b1c73f7af8a2d7fb24be295625dba8aa0667efe00a87fcb66fb4b774363117", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; none of the soft-similarity pairs look like true duplicates or the same mergeable code-path fix, so no pair should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43329 is the most concrete and central representative among an otherwise mixed set of bugs, but the cluster does not form a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43329 is the strongest single representative: it has the clearest actionable code-path bug and the most nearby multimodal/video-related similarities, even though the overall set is still heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO3/Bert index error vs train/evaluate lifecycle behavior." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message bug; the other is stale docs referencing removed pipeline APIs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and bugs: DAC latent reconstruction vs DiaConfig save/load token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue is unrelated to multimodal video token counting." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf support and the other is a specific tokenizer regression; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3MoE FP8 loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors, but on different objects and different loading paths/models." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings about tying weights, but the underlying model/config problems are different." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit image label reduction bug and RTDetr v5 output regression are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion bug is unrelated to a GPT-oss out-of-memory issue." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload rotary embedding incompatibility and ONNX dtype mismatch are distinct bugs." + }, + { + "left": "issue:28370", + "right": "issue:29159", + "accept": false, + "reason": "Custom SentencePiece vocab_file handling is not the same as slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to match a separate FP8 inference bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo image-size mismatch are different vision issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video token counting undefined variables is not the same as the broader v5.3.0 video regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode token skipping are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to torchvision being required by PIL backends." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MoE weight conversion." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM from_config text_config unwrapping are different config-loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token logic and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper variables and batched video shape errors are different processor bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting not updating and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/quantization issues do not match GPT-oss MXFP4 loading fallback behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 24, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:45081|issue:47020", + "issue:43425|issue:46291", + "issue:44987|issue:45538", + "issue:44291|issue:44821", + "issue:43525|issue:46291", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:43540|issue:46701", + "issue:43742|issue:44291", + "issue:28282|issue:34689", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:44589|issue:47332", + "issue:42175|issue:43824", + "issue:43531|issue:44821", + "issue:44568|issue:45356", + "issue:46421|issue:46424", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:24643|issue:29159", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "6636c1ad44017c799d19c5f130e25c790a1b6da3f501480f5cba6f37782146dc", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, quantization, caching, and memory/offloading regressions. A few pairs are superficially adjacent, but none look like the same underlying defect or a single mergeable fix.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 46421 is the clearest self-contained runtime regression in the set and the most plausible anchor if one issue must represent the cluster, though the overall set is not actually a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46421 is the strongest standalone report: concrete repro, clear code path, and a well-scoped fix target compared with the more model-specific or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention CUDA/OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific Sam3Video OOM report; different failure modes and fixes." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Both are storage/offloading related at a high level, but one is a float8 storage lookup error and the other is about saving a disk-offloaded model; not the same code-path bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated subsystems with different symptoms and remediation." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen/MoE loading, but one is about accelerate+deepspeed weight conversion while the other is a shape mismatch for Qwen3-VL; not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer constructor problems, but one is a Mistral regex patch crash and the other is an XLMRoberta/Unigram type mismatch; distinct code paths." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and a kernels dependency/version requirement failure are separate environment/dependency issues, not one bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for a specific model and CLIP tokenizer max length behavior are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and URL loading for AutoImageProcessor are different APIs and different failures." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 pad_token_id AttributeError is a model config bug, not a pipelines/kernels import issue." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantized loading, but MXFP4 fallback-to-bf16 and silent FP8 weight_scale omission are different quantization bugs with different fixes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different components and error paths; one hides tokenizer decode errors, the other is a bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and DiffusionGemma pipeline output handling are unrelated multimodal bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error on load and init_empty_weights TypeError are different model-loading regressions with different causes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch import and a Llama 3.2 vision loading breakage are not the same underlying issue." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for PyTorch and Bart generate decoder_attention_mask assignment are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is a tied-weight bug in Mistral3, the other is a dtype propagation issue in BLIP2; different problems and fixes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading and TrainerState token counter stagnation are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is not a meaningful technical bug report, while the second is an isolated reproduction of a separate upstream issue." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure and inability to save a disk-offloaded model are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2.5 VL import are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "These are both tokenizer regressions, but one is special-token insertion behavior and the other is Kimi-K2.5 codec/regex handling; not the same underlying fix." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is cache_length being ignored outside quantized cache; distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression and a long-context performance regression are different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight dimensionality error and tokenizer inconsistency are not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocab; different defects 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": 28, + "review_unit_index": 25, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:28370", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46512", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44936|issue:46821", + "issue:43582|issue:47254", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:43697|issue:45357", + "issue:44062|issue:44991", + "issue:44857|issue:46832", + "issue:45538|issue:46869", + "issue:41720|issue:43540", + "issue:44568|issue:45488", + "issue:39379|issue:44554", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:42915|issue:43749", + "issue:42915|issue:47332", + "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43493|issue:43994", + "issue:43577|issue:46512", + "issue:28282|issue:28370", + "issue:44792|issue:44964", + "issue:43742|issue:47333" + ], + "prepared_review_unit_hash": "6a7791bd152917d44942de6864ea1d117b24b55547f49a7550a2b80e5ddc232e", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35491, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but two duplicate pockets are convincing: the SigLIP2 regression reports (43493/43994) and the Qwen2.5-VL video-input regression reports (44479/45381). The rest of the soft pairs look like broad subsystem similarity, not the same bug.", + "confidence": 0.71, + "canonical_issue_reason": "44479 is the broadest representative of the strongest duplicate pocket, covering the Qwen2.5-VL / Qwen3 video-input regression theme; 45381 reads like a narrower symptom report of the same position-handling bug.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best anchor because it is a clear regression report with cross-model impact and enough detail to represent the Qwen video-input bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Different trainer behaviors and unrelated failure modes." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Different errors: allocator warmup TypeError vs checkpointing/ZeRO-3." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed queue error is unrelated to PEFT version bump." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure is unrelated to layoutlmv3 error messaging." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen visual-key saving are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken duplication and est-roberta loading are not the same issue." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR code paths: loss AMP crash vs forward feature-level mismatch." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length bug is unrelated to YOLO device mapping." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen, but different models and distinct failure signatures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer regressions, but different concrete behaviors and models." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Mllama mask handling and MPS attention dimension mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related Qwen reports, but different model families and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-input failures with different errors and models." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8 failure is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to disk-offloaded save behavior." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention support and missing PyTorch import are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage is unrelated to Apple Silicon allocator warmup." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count tracking and custom compute_loss signature are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression; both point to incorrect video position handling." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword collision and Mistral regex patch failure are different tokenizer issues." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model loading key error and missing Float8 storage are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero-probability symptom and Perceiver resize failure are different models/bugs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and loading cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 discrepancy: one is the HF-vs-JAX root cause, the other the user-visible bad output." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype handling and from_config config-dtype staleness are related but not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:28370", + "accept": false, + "reason": "PyTorch missing import and custom SentencePiece vocab_file handling are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are distinct." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "MobileLLM key error and disk-offloaded Qwen3 save failure are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The two accepted duplicate pockets are the only ones that look well-supported by the issue titles: SigLIP2 (43493/43994) and the Qwen video-input regression (44479/45381). The other soft-edge rejections stay on the safe side and don\u2019t overclaim mergeable sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 26, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:41762", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44877", + "issue:44936", + "issue:44987", + "issue:45005", + "issue:45072", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47405" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:44987|issue:45907", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:43257|issue:43756", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:44625|issue:44877", + "issue:43257|issue:47405", + "issue:43742|issue:47332", + "issue:43906|issue:46693", + "issue:43540|issue:46693", + "issue:43577|issue:45072", + "issue:44466|issue:45005", + "issue:43452|issue:44488", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:46463|issue:46899", + "issue:42796|issue:43906", + "issue:44821|issue:46821", + "issue:43452|issue:44843", + "issue:41762|issue:44936", + "issue:45663|issue:46846", + "issue:43697|issue:46829" + ], + "prepared_review_unit_hash": "6cf8046d5320f9bcdcd47d770cdb93252dc73de86b443a72b80db9d0385c8221", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35952, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "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 themes like tokenization, dtype, or multimodal loading, but not the same concrete bug or fix path. I would not merge any of the proposed duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest/highest-signal report in the set (multiple inbound refs and discussion), so it is the best anchor if one issue must be chosen, though it is not a true duplicate representative for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states handling vs tokenizer version/tokenization regression." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated failures: loading a specific model on 5.1.0 vs hub revision forwarding in CI." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE, but different models and different code paths/bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device mismatch in Gemma4 forward pass is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: dtype mismatch in Mistral-3 preprocessing vs DiffusionGemma pipeline output handling." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but one is an unsafe uint8 dtype cast and the other is a skip-modules exclusion bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "No shared bug: RoPE layer dropout in Smollm3 vs missing decorator for Qwen3.5 rotary op registration." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Different behavior entirely: T5 validation error message vs synced_gpus warning text." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer selection." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU allocation in XLNet positional encoding is unrelated to T5 decoder-input error reporting." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning issue vs stale auto_mappings references; different maintenance bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading bugs, but one is num_labels propagation and the other is strict config rejection of granite_speech." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Different loading failures: MOE weight conversion vs silent conversion skip on model_type mismatch." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Specific model key error vs disk-offloaded save failure; no shared code-path bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to FlashAttention2 long-context slowdown." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and likely different initialization paths." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight serialization depends on device in one issue; the other is a broader translation-model tied-weights problem." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Loading via gguf_file in auto classes is a different failure from one specific model not loading." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but different tokenizers and different symptoms." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs Bart generate() decoder_attention_mask initialization bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 error-message issue is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs an isolated reproduction of another unrelated issue." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file/auto-class breakage and the other is an offline hub lookup regression." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure vs trainer.evaluate() state issue; different phases and code paths." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different parallelism bugs on different models: FSDP2 shared_kv_states vs TP plan entries for Qwen3.5." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different output regressions in different model families; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 27, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43525", + "issue:43572", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44493", + "issue:44737", + "issue:44743", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46701", + "issue:46846", + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44913|issue:46121", + "issue:44756|issue:47404", + "issue:44737|issue:45588", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:46846|issue:47404", + "issue:45357|issue:45920", + "issue:44756|issue:47332", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43572|issue:43643", + "issue:43761|issue:47013", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:45542|issue:46178", + "issue:43688|issue:45704", + "issue:33666|issue:36010", + "issue:43653|issue:43927", + "issue:43525|issue:46701", + "issue:44464|issue:44743", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "4debb8988f96b05c3ebf50a74ef4f54855fae271fa1c000089f4ac644a6be5e5", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports, with a loose subtheme around v5 tokenizer/config regressions and model-loading edge cases. I don\u2019t see any soft-edge pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative report in the set: it describes a multi-model v5 tokenizer regression and can serve as the best umbrella issue for the tokenizer-related subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 has the widest impact and clearest generality compared with the mostly model-specific or narrowly scoped reports, so it is the best single issue to keep as the representative case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failure modes: BitNet loading/unpacking vs Perceiver interpolation on image classification." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both concern config/rope parameters, but one is silent reload fallback and the other is a TypeError in validation; not the same bug." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Both mention loading OOMs, but the causes differ: mmap on Strix Halo vs transient GPU allocations during conversion." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: XLNet positional encoding device placement vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different tokenizers and different concrete failures." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different problems: zero probabilities in a SigLIP model vs processor/tokenizer API regression for custom model code." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "One is an unexpected key warning across many models; the other is save/load breakage for sinq-quantized models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Distinct tokenizer failures for different models; no shared underlying code-path is evident." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM/shape issues, but one is tensor-parallel plan metadata and the other is loading-time conversion transients." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization is a different save_pretrained bug from broad tokenizer ID regressions." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/loading problems: disabling mmap to avoid OOM vs inability to save a disk-offloaded model." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regression targets: RTDetrV2 forward-output changes vs Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU-efficient loading are unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Different pipelines and failures: multi-image finetuning with IterableDataset vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is offline model_info behavior and the other is model-specific tokenizer loading failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated dependency/import issues: mistral_common ReasoningEffort vs Windows/ROCm torch.distributed dependency handling." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are loss-related crashes, but they are different losses and different numerical failures." + }, + { + "left": "issue:43572", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in a specific config is not the same as generic missing fields from trust_remote_code loading." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model behaviors and code paths: CLIPVision hidden_states regression vs xLSTM state unpacking crash." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is an auxiliary-loss normalization bug; the other is a broad report that tokenization changes across versions." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate regressions." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend detection, but one is TensorBoard/TensorFlow ambiguity and the other is tensorflow_text backend mapping." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: auxiliary-loss normalization vs T5 silently using a leaking apex RMSNorm implementation." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer/config bugs: special-token registration vs custom token IDs lost after save/load." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: missing pad_token_id in Llama4Config vs a pipeline/output mismatch for DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation/statefulness, but the concrete bugs and models differ; not mergeable as one PR." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs Kimi-K2.5 codec handling and warning behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 28, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45823", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43550|issue:44361", + "issue:43761|issue:46829", + "issue:43653|issue:44568", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:43452|issue:43577", + "issue:28370|issue:34567", + "issue:44977|issue:46693", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:32090|issue:33666", + "issue:43504|issue:43550", + "issue:42898|issue:46491", + "issue:45405|issue:47254", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43278|issue:43688", + "issue:43643|issue:44561", + "issue:44625|issue:47276", + "issue:43688|issue:45440", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:44734|issue:46612", + "issue:43577|issue:44554", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "16e952b4a7efa0f1aacfe1a9450d82a40419ccc1bb0391feba36b29184eeb9c5", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37483, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; I don\u2019t see any soft pair that looks like the same underlying bug or a mergeable duplicate PR. Most items are isolated regressions across unrelated models, configs, trainers, and generation paths. If a representative issue is needed, the broadest one is the trust_remote_code/v5 regression item, but it does not actually unify the rest.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44561 is the broadest, most general regression in the set (v5/trust_remote_code breakage) and is the closest thing to a representative theme, but the cluster is not a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the best single representative only because it has the widest scope and clearest regression framing; it is not a good duplicate hub for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen problems: video-input regression in multiple VL models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR forward shape/type error and Gemma4 quantized embedder dtype casting are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weights not loading are separate model-specific loading issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and MLukeTokenizer AttributeError are different code paths and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both touch hidden_states, but one returns None in CLIPVisionModel while the other mispopulates ImageClassifierOutput for VideoPrism; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special tokens, but they affect different tokenizers with different failure modes and fixes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto-device-mapping assert and chunked-generation compiled-forward inconsistency are unrelated generation/device issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training failure and CustomTrainer compute_loss signature breakage are different trainer/distributed problems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF from_pretrained breakage and BLIP2 dtype not propagating are unrelated loading bugs." + }, + { + "left": "issue:28370", + "right": "issue:34567", + "accept": false, + "reason": "Missing vocab_file for custom SentencePiece and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are different failure modes, not one concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Device-dependent lm_head serialization and sinq save/load breakage are distinct persistence issues." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is separate from the Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are different distributed-training failures." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field pretrained-load failure in Beit is unrelated to Bamba's torch.compile SDPA crash." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer cleanup/regression flavored, but the former is a global v5 behavior change while the latter is a CodeLlama round-trip spacing bug." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pin/release problem and ZeRO-3 checkpoint error are not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure and FA2 performance regression are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig custom token ID loss after save/load are separate issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are different model-loading bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight handling in accelerate loading and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in evaluation and auxiliary-loss normalization are unrelated training/eval bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing config fields while the other is an API removal breakage; different root causes." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a misleading synced_gpus warning are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepSeekV3 implementation divergence are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field load failure and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError do not share a code path." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing and beam-search cache reorder skipping are different generation internals." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing padding-token-related config fields after v5, but they affect different model configs and are not clearly 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": 28, + "review_unit_index": 29, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28218", + "issue:29925", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43531", + "issue:43572", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43825", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44704", + "issue:44843", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46846", + "issue:47332", + "issue:47404", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:44484|issue:44704", + "issue:28218|issue:33357", + "issue:43334|issue:45759", + "issue:44514|issue:45290", + "issue:39692|issue:43295", + "issue:43334|issue:43572", + "issue:45405|issue:47332", + "issue:44977|issue:46209", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:43257|issue:47404", + "issue:43493|issue:43825", + "issue:42796|issue:44977", + "issue:43531|issue:47436", + "issue:43646|issue:44466", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:28218|issue:29925", + "issue:43278|issue:43701", + "issue:46050|issue:47448", + "issue:44568|issue:45812", + "issue:44568|issue:46489", + "issue:44493|issue:47448", + "issue:43873|issue:47404" + ], + "prepared_review_unit_hash": "654209b8c546366a3e849cf1387b99520b92d1e7f832abf8c8f6dfe8a05c2bf9", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35345, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues across tokenizers, processors, config attrs, loading/offloading, quantization, and documentation. I do not see any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected. If forced to name a representative issue, 43646 is the broadest v5 regression report, but it still does not cover the rest of the cluster.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents this cluster; 43646 is only the broadest v5 model-init regression, while the rest span unrelated tokenizer, processor, config, and offloading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the closest thing to an umbrella issue because it is broad and regression-oriented, but it is still too narrow to serve as a true canonical for the mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: base_model_prefix loading regression vs Qwen3.5 tensor-parallel plan omission." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: save_pretrained shard size question vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and subsystems: added-token spacing vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is missing pad_token_id and the other is text_config unwrapping; not the same concrete bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but on different inputs and failure modes; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example problems vs a processor/tokenizer regression are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different config attributes on different model families: pad_token_id vs pad_token_idx." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "Unreleased dependency bump vs inability to save a disk-offloaded model; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different inference failures: flash-attention generation vs FP8 on B200." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different root causes: model loading failure vs offline hub lookup in tokenizer patching." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs vs ignored return_tensors when text_kwargs is passed; unrelated API bugs." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "Both touch loading/offloading, but one is MOE weight conversion and the other is transient OOM from conversion ops." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation error-message regression; different changes." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:47436", + "accept": false, + "reason": "Different model/config regressions: sliding_window behavior vs missing max_position_embeddings." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related, but one is custom model init and the other is tied-weight serialization; not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config classes and different failures; not duplicates." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Separate compatibility regressions: missing pad_token_idx vs unexpected _is_hf_initialized arg." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different components and scenarios; not the same underlying issue." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to enforcing use_fast=True." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift vs checkpoint key mismatch are distinct problems." + }, + { + "left": "issue:46050", + "right": "issue:47448", + "accept": false, + "reason": "Quantized save/load breakage vs unrecognized architecture; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and code paths; not safely mergeable." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Same broad tokenizer area, but distinct model-specific regressions and fixes." + }, + { + "left": "issue:44493", + "right": "issue:47448", + "accept": false, + "reason": "Unexpected position-id keys vs unknown Gemma4 architecture are different issues." + }, + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Both concern offloading/loading memory behavior, but one is quantization offloading and the other is device_map conversion transients; 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": 28, + "review_unit_index": 30, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43278", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47013", + "issue:47254", + "issue:47436" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:46209|issue:46710", + "issue:42490|issue:43696", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43994|issue:44493", + "issue:44493|issue:46285", + "issue:45072|issue:46832", + "issue:43572|issue:47436", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:45245|issue:46710", + "issue:44849|issue:45357", + "issue:47013|issue:47254", + "issue:45084|issue:45520", + "issue:42947|issue:43381", + "issue:44423|issue:44734", + "issue:44849|issue:46209", + "issue:45229|issue:45823", + "issue:28218|issue:34567", + "issue:43844|issue:44964", + "issue:45200|issue:45229", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:41720|issue:46710" + ], + "prepared_review_unit_hash": "72f2d25be0ce9e98fa8eebfc329a2021cdbb6dbd5a4b678c77c51cdd1e536b60", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37075, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated issues across tokenization, model loading, training, serving, quantization, and config regressions. I do not see a true duplicate set or a single canonical bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the closest thing to a discussion-heavy item is 43873, but it is still too generic and unrelated to most other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different models and failures: legacy preset loading vs CPU offload device mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 output discrepancy is unrelated to a ZeRO-3 gradient anomaly." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change is a different bug from exploding gradients under DeepSpeed." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "FP8 storage lookup error is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen VL class is unrelated to a storage backend/type error." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and an accuracy regression in DeepSeek are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention devices, but one is Bark CPU offload and the other is a GraniteSpeech CI test issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys do not match the CLIP text-model structure change." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference are unrelated to RT-DETR backbone/feature-level shape issues." + }, + { + "left": "issue:43572", + "right": "issue:47436", + "accept": false, + "reason": "Missing pad_token_idx and missing max_position_embeddings are different config fields on different models." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Offloading with quantization and save/load breakage after sinq quantization are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality overflow and an accuracy regression are unrelated failure modes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "output_hidden_states behavior in Qwen3.5 is unrelated to bad visual-encoder save_pretrained keys." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking and PEFT+ZeRO-3 checkpoint errors are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure is unrelated to the flash_attn import KeyError." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness in LoRA training is not the same as being disallowed in eval mode." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM on multi-GPU and Gemma4 PLE device mismatch are distinct inference bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token counting." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient instability is unrelated to meta-device loading failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU OOM are different Gemma4 problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error is unrelated to meta-device model loading breakage." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and a DeepSeek accuracy regression are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 31, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:27957", + "issue:28370", + "issue:29942", + "issue:30333", + "issue:34689", + "issue:37428", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:44186", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47145", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:44849|issue:47145", + "issue:43937|issue:46701", + "issue:47332|issue:47404", + "issue:43295|issue:43450", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44554|issue:45446", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43404|issue:46710", + "issue:44869|issue:46752", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:29942|issue:30333", + "issue:28370|issue:34689", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:45406|issue:46121", + "issue:43450|issue:43575", + "issue:44186|issue:46192", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:43334|issue:43525", + "issue:27957|issue:28370", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "a79e4b5461bab5c375cf3f3d1f5ab8e1bd4956083839b10abf9d39befe8b2f83", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35529, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad surface areas like Flash Attention, multimodal processors, or config attributes. None of the soft pairs look like the same concrete bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "No true duplicate subgroup stands out; if one issue must act as the cluster anchor, issue:43873 is the most central because it has the highest activity and the broadest cross-cutting offloading/quantization scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best general representative for the cluster because it is active, open, and phrased broadly enough to serve as the least-specific anchor among otherwise disparate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Both mention model/attention behavior, but one is a hidden-states regression and the other is an FP8 checkpoint loading issue; different bug paths." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both involve offloading/loading, but one is about saving a disk-offloaded model and the other about transient OOM during device_map conversion; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video shape bug are different code paths and different symptoms." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is a model architecture issue; the sam3-litetext memory overflow is a runtime/memory problem." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 is unrelated to the DiffusionGemma pipeline breakage." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness when value head dim differs is unrelated to the flex_attention import version check." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in inference do not match Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "One is a sink-less flash_attention crash on s_aux=None; the other is a composite config unwrapping issue for AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is not the same as an accuracy regression in DeepSeek after upgrading Transformers." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Word timestamp decoding with trailing replacement characters is a different failure mode from apply_chat_template on empty input." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size attribute errors are distinct model/config bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "Custom SentencePiece vocab_file handling and Llama 3.2 Vision model loading are different loading regressions." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as Gemma 4 mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer access regression and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are separate issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape output and Qwen2-57B tensor-parallel OOM do not share the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to return_tensors precedence." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-support helper import and missing Qwen2.5-VL export are separate import errors." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is not the same as the ZeRO-3 gradient growth issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and PLE device mismatch are different bugs in Gemma4." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn key error on Python 3.13 and tensorflow_text backend mapping are unrelated import/registry problems." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both involve missing pad_token_id, but they affect different models/config classes and are not clearly the same code-path fix." + }, + { + "left": "issue:27957", + "right": "issue:28370", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and custom SentencePiece vocab_file handling are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import export failure are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 32, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:47405", + "issue:47448" + ], + "soft_pairs": [ + "issue:42490|issue:43493", + "issue:29870|issue:29942", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:43262|issue:43450", + "issue:46192|issue:47448", + "issue:43975|issue:45520", + "issue:28218|issue:35141", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:44737|issue:46894", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:44466|issue:45127", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:45381|issue:46209", + "issue:43611|issue:47405", + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "1744505859031b5085484c6ce3cbea300f97c016ea13dcd40e1435f0e17c84f6", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35424, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges look like false positives: the paired issues are about different models, different APIs, or different failure modes. No PRs are present, and there is no single coherent duplicate cluster to canonicalize.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated bugs across tokenization, loading, multimodal chat templating, model config, and numerical/training behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because there is no true duplicate group here; the closest-looking pairs still describe distinct code paths or symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning and SigLIP2 model/processor discrepancy are unrelated bugs." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask initialization bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression with image passing is not the same as the SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and a return_tensors/text_kwargs precedence bug are different issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen import failure and DeepSeek detokenization regression affect different components and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat template sampling-rate default and batched video output shape are different processor bugs." + }, + { + "left": "issue:46192", + "right": "issue:47448", + "accept": false, + "reason": "Return_tensors/text_kwargs precedence is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization corruption and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space handling and embedding reinitialization on resize are different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are distinct apply_chat_template bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structure inconsistency are different regressions." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU allocation bug and CohereASR training-loss double-shift bug do not share the same underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config(dtype=...) are unrelated initialization/loading issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer AutoTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Device-dependent lm_head serialization and LoRA merge collapse with extended vocab are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available breakage and missing is_falcon_mamba_ssm_available export are different import_utils symbol regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch and GraniteSpeech CI flake are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer creation with zero sparse layers and Bamba torch.compile SDPA failure are different model/runtime issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "base_model_prefix loading regression and silent model_type mismatch conversion skip are both loading-related but distinct failure modes." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release problems are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "mm_token_type_ids defaults and unsafe dtype casting in multimodal embedders are different Gemma4 issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are distinct vision 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": 28, + "review_unit_index": 33, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44617", + "issue:44792", + "issue:44843", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45200", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45923", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:46932", + "issue:47405", + "issue:47427", + "issue:47436" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:45200|issue:46932", + "issue:44843|issue:47427", + "issue:43335|issue:43653", + "issue:43819|issue:45083", + "issue:43606|issue:45083", + "issue:41720|issue:46209", + "issue:44857|issue:45593", + "issue:43525|issue:47436", + "issue:44792|issue:45563", + "issue:28282|issue:33357", + "issue:43335|issue:43504", + "issue:46512|issue:46821", + "issue:43550|issue:44112", + "issue:45923|issue:47405", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:29942|issue:32090", + "issue:43827|issue:43901", + "issue:46431|issue:46566", + "issue:44855|issue:45083", + "issue:43335|issue:43606", + "issue:43335|issue:44112", + "issue:42490|issue:43854", + "issue:44617|issue:46697", + "issue:46424|issue:46858", + "issue:43335|issue:45083" + ], + "prepared_review_unit_hash": "76ef279b0d7c5f7f40873c466d704749e90ad42dcead50919c6543c8fc8e2dee", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35849, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the issues span unrelated models, APIs, regressions, and environments. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is appropriate; the items are heterogeneous and do not share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44843 is the most self-contained and broadly actionable report in the set, but it is still not a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different problem areas: flash-attention import internals vs Torch version compatibility." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults while the other is quantized embedder dtype casting." + }, + { + "left": "issue:44843", + "right": "issue:47427", + "accept": false, + "reason": "Offline tokenizer patching bug vs redundant initialization skipping on non-CUDA hardware are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config construction bug vs BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime failures, but on different models and different accelerators with different root causes." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43525", + "right": "issue:47436", + "accept": false, + "reason": "Different missing config attributes on different model configs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to paged generate warning behavior." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing ImportError vs MacOS bus error in a CLIP community model are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is not the same as Beit legacy-field loading failure." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale dtype metadata after from_config is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile+SDPA model failure and GraniteSpeech CI device-override test failure do not share a concrete code path." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "Missing gradient_checkpointing flag and silent wrong-Auto-class conversion skip are different loading/model-metadata issues." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory not freeing are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrapping bug is not the same as CLIP class structure divergence." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they target different APIs and different outdated references." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor is unrelated to DiffusionGemma staying on meta device." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Config layer-count bug vs CPU offload device mismatch are different subsystems and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to GraniteSpeech CI stale test failure." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized-cache max length handling and static-cache seq-length tensor arithmetic are different cache bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to qwen3_omni_moe helper arithmetic." + } + ] + }, + "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": 28, + "review_unit_index": 34, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:47000" + ], + "soft_pairs": [ + "issue:43388|issue:43526", + "issue:44292|issue:45520", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:37428|issue:44351", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:44448|issue:44743", + "issue:39692|issue:43526", + "issue:45290|issue:46326", + "issue:10000|issue:15354", + "issue:34689|issue:35141", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:44448|issue:44779", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:37428|issue:42175", + "issue:43278|issue:43825", + "issue:45310|issue:45478", + "issue:25251|issue:32090", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:45593|issue:47000" + ], + "prepared_review_unit_hash": "a8285c1dce8bbfcf2fb04e88866c28db21898a746a4d46f57f7e9c756f49e9a3", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports spanning chat templates, flash-attention, device/dtype mismatches, model loading, and tokenizer/processor regressions. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` error issues.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the earlier, better-connected report for the Qwen3.5 MoE `from_pretrained` regression, and 45478 is an exact-title duplicate of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative because it is the first report of the exact same bug as 45478 and has slightly more context/traffic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Related label-handling symptoms, but different code paths and components (`gather_for_metrics` vs `BeitImageProcessorFast.reduce_labels`)." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Both mention failures, but one is a Qwen NVFP4 runtime issue and the other is a Python 3.13 flash-attn import KeyError; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different areas: flash-attention integration on `s_aux=None` vs CPU-offload incompatibility in `Qwen3_5MoeTextRotaryEmbedding`." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to the unexpected position-id key warnings." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and subsystems (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch under CPU offload is unrelated to the AMP/CUDA loss crash." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "A feature-extractor argument crash is not the same underlying bug as a Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc/example errors for SigLIP2 do not match the position-id key regression." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model/regression targets: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is SigLIP2 docs/example breakage; the other is BEiT label reduction behavior." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call messages and the other on `continue_final_message` for `mistral_common`; not the same defect." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different legacy issues: German DistilBertModel vs torch.jit.script generator expression support." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading regression for Llama 3.2 Vision is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both concern `apply_chat_template`, but one is a batched-input crash and the other is incorrect assistant mask generation." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure and a stale CI device-override test are not the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different models and code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the feature-extraction output-length helper behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType crash." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences are not the same as DeepSeek tokenizer regressions." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast failure and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni MoE helper issue." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B OOM on tensor parallel load are different problems." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import symbol removal is unrelated to missing TensorFlow in the `.[torch]` install extra." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to the pipeline translation-task warning." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure; clear duplicate reports of one bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nesting behavior is unrelated to the Trainer broadcast TypeError." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model-loading regression are different issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests do not match the embedding reinitialization bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift is unrelated to the multimodal token-count helper using undefined video-branch variables." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only positive duplicate callout (45310/45478) is supported by the identical title and matching version context. The soft-edge rejections are conservative and appropriately distinguish different subsystems or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 35, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:26413", + "issue:29870", + "issue:29925", + "issue:29942", + "issue:30064", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44530", + "issue:44561", + "issue:44589", + "issue:44779", + "issue:44855", + "issue:44977", + "issue:45127", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47276", + "issue:47436" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:29870|issue:32090", + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:44464|issue:46424", + "issue:29870|issue:33290", + "issue:44530|issue:47276", + "issue:44589|issue:47436", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:29925|issue:34689", + "issue:42490|issue:43873", + "issue:43257|issue:43299", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:45290|issue:46655", + "issue:29942|issue:30064", + "issue:44561|issue:44779", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43873|issue:45229", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "5af8a4e3c028f56d19c2b143b91bc66adb198e311f5237ffcbdaed0b45ec27fd", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36149, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes (training, tokenization, generation, serialization, or version regressions) but not the same concrete bug or code path. I would keep these issues separate and not merge any of the proposed soft edges.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active and best-documented item in the set (open, many discussion entries, inbound refs), but it is only a representative of its own quantization/offloading bug and not a duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Different missing-symbol problems in different import paths: tokenizer protobuf error handling vs a missing import_utils helper." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both concern training startup, but one is a checkpoint/resume iterator failure and the other is a separate FineWeb training start issue." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: LoRA merge with extended vocab/tied embeddings versus a category-cardinality runtime limit." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Different trainer/eval failures with different stack traces and causes; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "One is about a missing ReLU in DSA indexing logic; the other is a v5 compatibility break from removing a utility function." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal generation bugs: chat template handling of tool-call assistant messages vs video vision position ids." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are v5 model regressions, but they affect different models and different components (seq2seq output vs tokenizer behavior)." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different processor/tokenization issues in unrelated model families; no shared code path." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different DeepSpeed/trainer problems: None broadcast type error versus OOM with Adafactor." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from cache max-length handling in quantized cache." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation mask bug and DeepSpeed OOM are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash and a misleading continuous-batching warning are not the same underlying defect." + }, + { + "left": "issue:44589", + "right": "issue:47436", + "accept": false, + "reason": "Completely different problems: float8 storage lookup failure versus missing config attribute." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are related only by eval mode, not by root cause." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/registration-time failures, but they arise from different models, decorators, and parser/registration paths." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer fast-mode enforcement and Llama model loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A trailing-slash model-path warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a v5 model-loading regression for Qwen3VL." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different model-specific failures: generation/flash-attn behavior versus multi-GPU CUDA OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one loses custom token IDs while the other loads the wrong custom module." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer wrong IDs and ignored return_tensors are separate tokenizer API bugs." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call handling and video padding calculation are different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a removed-utility compatibility break; the other is tokenizer output regression for DeepSeek." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model is not the same as SigLIP2 docs/example errors." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/processor failures for different model families and inputs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and multi-GPU OOM are distinct performance/resource issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 device-mapping mismatch are separate forward-pass 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": 28, + "review_unit_index": 36, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:23647", + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:46121", + "issue:46421", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:44448|issue:44466", + "issue:23647|issue:29870", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:43278|issue:43575", + "issue:29127|issue:34567", + "issue:46421|issue:46858", + "issue:44206|issue:44479", + "issue:41720|issue:45229", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:43611|issue:46121", + "issue:43976|issue:45440", + "issue:43653|issue:44442", + "issue:29870|issue:34689", + "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:44077|issue:47276", + "issue:43334|issue:43531", + "issue:43653|issue:44743", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:44568|issue:45491", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:43065|issue:45412" + ], + "prepared_review_unit_hash": "fc8e6831acc9811fbcb2e000f3c169cfe59e2238770394dc7ec4e477c0a2720b", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37134, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues cover unrelated models, tokenizers, cache/compile paths, quantization, and loading regressions. No soft pair looks like the same underlying bug, and there are no PRs in the set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are output/serialization regressions, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:23647", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated topics: W&B sweeps custom objective vs BART generate() decoder_attention_mask error." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different failures." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token config mismatch is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is recompilation from lazy init and the other is device-tensor seq length arithmetic." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in feature extraction is unrelated to Qwen video-input regression." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are OOM/assertion reports, but they involve different models, hardware, and root causes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/erfinv failure is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different subsystem from Wav2Vec2 save/tokenization." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and JSON-loaded rope validation list TypeError are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask bug and Llama 3.2 vision model loading regression are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except KeyboardInterrupt swallowing bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and stale paged-generate warning are different issues." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init policy and synced_gpus warning text do not share the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are separate model bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and quantized model saving failure are different quantization problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model architecture issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output corruption." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are not the same failure mode." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa special-token addition and Gemma3 NaN embeddings are different tokenizer vs attention bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is TP loading OOM and the other is int4 reserved-memory growth in 5.x." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory not released are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR GC memory leak are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 37, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29870", + "issue:29925", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:45491|issue:46693", + "issue:44442|issue:45072", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:45459|issue:45712", + "issue:43526|issue:45834", + "issue:45250|issue:46640", + "issue:45412|issue:46369", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:27957|issue:33290", + "issue:43824|issue:44279", + "issue:45372|issue:45459", + "issue:43526|issue:44186", + "issue:43994|issue:46369", + "issue:23647|issue:28282", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:43066|issue:44462", + "issue:29870|issue:29925", + "issue:45588|issue:46821", + "issue:27957|issue:29127", + "issue:44442|issue:44898", + "issue:44514|issue:45381" + ], + "prepared_review_unit_hash": "18a4c140834584458c0cdae5476f9a035065356006053ddabfb058a0483ccb31", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37094, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad semantic false-positive set: the issues span many unrelated bugs (tokenizers, model loading, attention, quantization, memory, config, and processors). None of the soft pairs look like the same underlying fix, so there is no clear canonical issue or PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention Flash Attention, but one is Gemma3 NaN embeddings with mixed-length batching and all-padding windows; the other is a long-context FA2 performance regression. Different failure modes and fixes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to dtype mismatch failures in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor loading/import failure from mistral_common is unrelated to a flash_attention.py crash on s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is a processor attribute issue; DiffusionGemmaGenerationOutput pipeline failure is a different path and bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated model-specific bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to token embedding resizing reinitializing output embeddings." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor updates for modified special tokens do not match Gemma3 NaN embedding failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "A broad tokenizer error-handling bug is unrelated to leftover dummy classes leaking into dir(transformers) and failing check_repo." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input index errors are different components and failures." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are flash-attention titled issues, but one is a generic placeholder and the other is a specific FA2 issue; no evidence they are the same concrete bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory not being freed is unrelated to sam3-litetext memory overflow on model call." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma processor import dependency failure and Gemma4Processor missing _tokenizer are different code paths and symptoms." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow in preprocessing is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor/deepspeed OOM is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with deepspeed/Adafactor is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval-mode and offloading with quantization are separate behaviors and not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and deepspeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import failure is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import error from mistral_common is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crash on NER/padding are different tokenizer/image-processor issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:23647", + "right": "issue:28282", + "accept": false, + "reason": "Wandb sweeps custom objective integration is unrelated to AutoModel failing when PyTorch is missing." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different models and different load-time problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss float16/CUDA crash is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression in Transformers v5 is unrelated to AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization and SigLIP use_fast enforcement are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "flash_attention.py sink-less model crash and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are different problems." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver non-default resolution failure." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2_5_VLProcessor batched apply_chat_template padding crash and Qwen2.5-VL video vision_position_ids issue are related to the same family but different concrete code paths 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": 28, + "review_unit_index": 38, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46821", + "issue:47276", + "issue:47312", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:43316|issue:47312", + "issue:43761|issue:45859", + "issue:46821|issue:47436", + "issue:43262|issue:44206", + "issue:25251|issue:28282", + "issue:43720|issue:44442", + "issue:44743|issue:44811", + "issue:42175|issue:46234", + "issue:44977|issue:45245", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:42490|issue:44743", + "issue:43316|issue:45759", + "issue:43493|issue:43827", + "issue:47276|issue:47448", + "issue:43749|issue:43931", + "issue:42617|issue:43575", + "issue:43643|issue:44913", + "issue:44987|issue:46178", + "issue:43316|issue:43525", + "issue:43550|issue:43701", + "issue:27957|issue:29870", + "issue:44964|issue:45440", + "issue:43575|issue:43742", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "c24e549d501e34d52e1aaa759c237b3af887ae87f6116acb08cc1d043c217b82", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35681, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct Transformers bugs around different models, configs, loaders, and regressions rather than true duplicates. I found no soft pair that looks like the same underlying issue with a plausible shared fix path.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43646 is the broadest and most central regression-style report in this noisy set, with a clear core symptom and likely wider impact than the model-specific edge cases; it is the best stand-in only because the cluster does not contain a strong true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best global issue candidate because it is concrete, high-signal, and broadly framed compared with the many narrow, model-specific reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve model initialization behavior, but one is a generic v5 custom-init regression and the other is a patchtsmixer-specific post_init constraint; different underlying bug/fix." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary/rope code, but one is a validation TypeError on JSON-loaded lists and the other is a kernel registration/decorator crash; not the same failure path." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma3TextConfig API mismatch versus a kernels 0.16 compatibility issue." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "One is a CLIP vision forward regression, the other is Qwen rotary embedding CPU-offload behavior; unrelated code paths." + }, + { + "left": "issue:46821", + "right": "issue:47436", + "accept": false, + "reason": "Both are missing-attribute style config issues, but they affect different models and different fields, so they are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related regressions, but one is a chat-template sampling-rate default and the other is an unsupported feature-extractor argument; different fixes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Completely unrelated: pipeline output shape change versus missing PyTorch installation detection." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different loading failures in different components: packed-weight handling for BitNet versus tokenizer class loading for FastSpeech2Conformer." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different model families and bugs: Qwen recurrent state reset versus Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is packaging/backend dependency coverage, the other is a missing import_utils helper; same area only at a very broad level." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different runtime errors with no shared code path: flash-attention generation bug versus category-cardinality limit." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen VL video-input regression are unrelated model-specific issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token configuration mismatch are different problems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning versus Qwen recurrent state reset; no shared underlying defect." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config objects, but they concern different multimodal API gaps and different model families." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence is unrelated to documentation still referencing pipeline()." + }, + { + "left": "issue:47276", + "right": "issue:47448", + "accept": false, + "reason": "A warning-message issue is not the same as an unrecognized Gemma4 architecture bug." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: FSDP CPU-efficient loading regression versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve large-model execution, but one is a script/runtime failure and the other is tensor-parallel OOM; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "One is trust_remote_code dropping fields on AutoConfig return, the other is rotary_pct not persisting on reload; similar theme, different defect." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for one repo/model is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-field issues for different configs and models; not a single code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and BART generate() UnboundLocalError are distinct model/runtime bugs." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading regression and DeepseekV3MoE implementation divergence do not share a concrete fix path." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading versus a key error on a different model load; separate failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key normalization." + } + ] + }, + "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": 28, + "review_unit_index": 39, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:23647", + "issue:25251", + "issue:27957", + "issue:28218", + "issue:32090", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:43950", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45584", + "issue:45803", + "issue:45907", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47427", + "issue:47448" + ], + "soft_pairs": [ + "issue:43825|issue:47448", + "issue:44062|issue:45907", + "issue:43950|issue:47427", + "issue:43761|issue:44079", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43316|issue:43716", + "issue:46829|issue:46932", + "issue:27957|issue:32090", + "issue:44442|issue:45803", + "issue:43295|issue:44871", + "issue:23647|issue:28218", + "issue:44871|issue:45584", + "issue:16998|issue:22355", + "issue:43761|issue:44188", + "issue:46234|issue:46291", + "issue:43232|issue:43388", + "issue:44521|issue:47217", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:25251|issue:27957", + "issue:44464|issue:46421" + ], + "prepared_review_unit_hash": "3a51e321c2819b753a123fd5df4f680dde1fce98e47ed23f54e5b896712bc19e", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34981, + "estimated_input_tokens": 8746, + "estimated_eval_tokens": 17748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad themes at best but do not look like the same underlying bug/change, so I would reject all soft edges. No single issue stands out as a true canonical duplicate target.", + "confidence": 0.62, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone representative in this noisy cluster: it is current, concrete, externally referenced, and has the richest discussion activity, even though the cluster itself is not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:47448", + "accept": false, + "reason": "Translation-task messaging in pipeline() is unrelated to Gemma4 model-arch recognition; different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43950", + "right": "issue:47427", + "accept": false, + "reason": "Both touch model init/load behavior, but one is non-persistent buffer corruption on from_pretrained while the other is redundant init skipping on non-CUDA hardware." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states not being returned is not the same bug as ModelOutput key assignment after a prior None value." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import error and DeepSpeed ZeRO3 deque pop failure are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch on resume and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and model config recognition/loading errors are not the same issue." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a load-time model mismatch; Qwen3.5 save_pretrained corruption is a serialization bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support in XLMRoberta and a Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except swallowing errors in FuyuBatchFeature are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression in v5 and Gemma-3 eos_token_id inconsistency are not the same bug." + }, + { + "left": "issue:23647", + "right": "issue:28218", + "accept": false, + "reason": "Wandb sweep custom objective support and tokenizer extra-space behavior are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve special-token handling, but one is an eos_token_id config mismatch and the other is Whisper empty-transcription generation failure after align_special_tokens." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states output regression and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 version/revision import failure are separate dependency/import issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg syncing and gather_for_metrics dropping tuple labels are unrelated training/runtime bugs." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/template-related, but one is assistant_mask generation and the other is handling an image placeholder in user text; not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for AutoTokenizer/AutoModel and unrecognized-model config loading are different loader failures." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init restriction in patchtsmixer and non-persistent buffers being filled with junk are both v5-related but not the same change or defect." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 and GPTNeoXConfig rotary_pct not persisting are unrelated configuration/loading issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and quantized-model save/load breakage are different regressions." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output shape change for top_k and XLMRoberta Flash Attention support are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are related broadly to generation performance but 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": 28, + "review_unit_index": 40, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:29925", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44162", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:47013", + "issue:47217" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:42907|issue:45698", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:46178|issue:46291", + "issue:43540|issue:44514", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:44610|issue:46369", + "issue:45803|issue:46365", + "issue:45381|issue:47217", + "issue:44534|issue:44913", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:27957|issue:29925", + "issue:43525|issue:43531", + "issue:43504|issue:45698", + "issue:23647|issue:27957", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:43931|issue:44060", + "issue:45803|issue:46170", + "issue:45632|issue:46424", + "issue:45127|issue:45200", + "issue:45588|issue:47013", + "issue:44855|issue:45588", + "issue:43673|issue:44743" + ], + "prepared_review_unit_hash": "0baf6f891632756670c55e0bd06c2165ce1273c13e97f64b471a141f5db7cb8f", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36065, + "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 mostly a grab-bag of unrelated transformer bug reports. A few items are loosely FlashAttention- or multimodal-related, but none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46693 is the most concrete, high-signal report in the repeated FlashAttention theme, with substantial discussion and a specific regression description; the other issues are too heterogeneous to serve as a better anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone issue here: it has a clear repro class, a concrete regression window, and enough discussion to look triage-worthy even though it is not a duplicate of the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention Sam3/video memory pain, but one is about a dummy Conv2d placeholder and the other is an OOM report; different bugs and likely different fixes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral/Mistral3, but one is a weight-tying bug and the other is a FlashAttention support failure; not the same code-path problem." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save/load issues in the same general ecosystem, but one is dequantized model saving and the other is custom-module loading after save_pretrained; distinct failures." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "These are both FlashAttention-related, but one is an explicit unsupported-model error and the other is an unspecified FA2 issue; too vague to treat as the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and a Janus test failure are unrelated model-specific problems." + }, + { + "left": "issue:46178", + "right": "issue:46291", + "accept": false, + "reason": "One is a missing backend registration for tensorflow_text, the other is a kernels version/revision import failure; different dependency issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen2.5-VL batched chat-template padding behavior are different failure modes." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus generate-images test failure is not the same concrete bug as Qwen3.5 FlashAttention generation breakage." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a video-input regression across several Qwen variants and the other is a placeholder-placement bug in user text." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output-size mismatch and Sam3-LiteText memory overflow are separate model/processor 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"reason": "LoRA merge collapse with extended vocabulary and Gemma 4 mm_token_type_ids defaulting are different model-training bugs." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "A flash_attention crash on sink-less models and xLSTM train-mode unpacking are unrelated failures." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 JIT parsing/indentation import error is not the same as a FlashAttention AttributeError." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing in v5.0.0 and xLSTM recurrent-state reset with cache are different cache semantics 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": 28, + 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"b681d88f4d9f3536b1a53eb464f995990b6d88d9843e8dc532c756027ff53fb5", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs, docs issues, model-loading failures, and config regressions. 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"issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription decode failure." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering tuple truncation and auxiliary-loss normalization are different training/eval bugs." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generation crash vs embedding reinitialization on resize are separate code paths." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow and cache length tensor arithmetic are unrelated runtime errors." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype handling, but in different models and different quantization/precision paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": 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"accept": false, + "reason": "FP8 weight_scale loading corruption is unrelated to the AMD quark class update report." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different save/load regressions in separate model features: LoRA vocab merging versus visual encoder key saving." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from trust_remote_code configs; the other is an unrecognized model_type error." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/import failures with no shared underlying code path." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized device_map offload failure is unrelated to kernel compatibility." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and 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"Different dependency concerns; no shared failing code path is evident." + }, + { + "left": "issue:44016", + "right": "issue:47448", + "accept": false, + "reason": "Notebook syntax error and model architecture recognition are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and embedding reinitialization 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": 28, + "review_unit_index": 43, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:25251", + "issue:29925", + "issue:32090", + "issue:33290", + "issue:35141", + 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"issue:44496|issue:47217", + "issue:45290|issue:46752", + "issue:45632|issue:46234", + "issue:44496|issue:45042", + "issue:44938|issue:45542", + "issue:25251|issue:29925", + "issue:36246|issue:38617", + "issue:36246|issue:41628", + "issue:43976|issue:47448", + "issue:43295|issue:45335", + "issue:44496|issue:45759", + "issue:45083|issue:46506", + "issue:41950|issue:44016", + "issue:29925|issue:33290", + "issue:43976|issue:44987", + "issue:39692|issue:46932", + "issue:43673|issue:46424", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "b69928af2e507974112827c143cf84d79ad99069c2e239371eba59a34f53d860", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35434, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster contains only issues and no pull requests. The soft-linked pairs mostly describe different bugs in different code paths, so there is no strong duplicate group or clear canonical issue/PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill logic, but one is about missing cache state in chunked_prefill and the other is about seq_length being a device tensor breaking slice arithmetic on non-CUDA backends; different failures and fixes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is list_repo_files not forwarding revision; unrelated components and behaviors." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization in post_init are distinct bugs in different subsystems." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Loading a multimodal model in latest transformers and auto_mappings referencing removed configs are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different problems: tied lm_head weights versus incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is not the same bug as apply_chat_template producing all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU allocation each forward pass and FuyuBatchFeature's bare except swallowing errors are separate code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are different model bugs." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading and image-placeholder handling in VL models are different classes of failures." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is specifically assistant tool-call messages with no content and the other is an empty-input IndexError; these are different edge cases with likely different fixes." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A trust_remote_code cache-path collision and a missing import_utils symbol are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend image processors requiring torchvision are unrelated issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and the tensorboard-without-TensorFlow backend error are different environment/runtime problems." + }, + { + "left": "issue:25251", + "right": "issue:29925", + "accept": false, + "reason": "top_k pipeline output nesting and SigLIP tokenizer use_fast enforcement are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they concern different missing symbols in different modules and do not indicate the same underlying bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are separate export/import problems." + }, + { + "left": "issue:43976", + "right": "issue:47448", + "accept": false, + "reason": "A Python version compatibility issue is not the same as Gemma4 architecture recognition." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a regression around processor.tokenizer/images handling, the other is resize_token_embeddings not updating decoder.embed_tokens; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model recognition from config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct multimodal-loading problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length computation and CPU/CUDA result divergence are not the same underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:29925", + "right": "issue:33290", + "accept": false, + "reason": "Tokenizer fast-mode enforcement and a deepspeed/Adafactor OOM are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "General Python-version support and a specific model load failure in transformers>=5.1.0 are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and dtype casting in Gemma4 quantized embedders are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a missing cache during prefill and the other is max_cache_length only applying to quantized cache; different behaviors." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Torch >= 2.9 flex_attention failure and an incorrect version check for AuxRequest import are separate flex_attention 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": 28, + "review_unit_index": 44, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:47217", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:42994|issue:47333", + "issue:43673|issue:44336", + "issue:44279|issue:46515", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:44295|issue:46506", + "issue:44327|issue:46752", + "issue:46082|issue:46121", + "issue:44016|issue:44220", + "issue:42994|issue:47332", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:42907|issue:43441", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:43901|issue:44496", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43901|issue:47217", + "issue:44779|issue:45812", + "issue:43299|issue:45216", + "issue:42796|issue:43650", + "issue:41950|issue:45823", + "issue:43479|issue:45375", + "issue:43577|issue:45216", + "issue:44466|issue:45276" + ], + "prepared_review_unit_hash": "c550df92ae65e7105bb9585ffa257590d1ca260f56d2d18de6536b8fa59e2f84", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36607, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated one-off bug reports across different models, pipelines, and subsystems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save failures, but one is about quantized models and the other about disk-offloaded Qwen3 checkpoints; different mechanisms and likely different fixes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache regression and ANSI-color output in loading_report are unrelated subsystems and error modes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and no shared concrete code path." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are different artifacts and not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Eval-mode gradient checkpointing failure and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer read error and CPU/CUDA output differences are distinct bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds crash and empty-list chat template crash are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both involve config validation, but one is Llama head_dim rejection and the other is rope-param list handling; not the same fix." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features issue are completely different problems." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both mention saving, but quantized-model saving and disk-offloaded model saving are different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title and audio feature extraction bug have no substantive overlap." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword-argument duplication; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failures, but for different models and causes (Ministral-3 RC issue vs s_aux=None crash on sink-less models)." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache max length handling are different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention runtime failures are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating decoder embeddings vs Whisper empty-transcription generation bug are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols in different modules; not the same artifact." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug and remote_code breakage are too broad and unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency issue vs PEFT minimum-version bump; no shared underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores and unrecognized model config are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and behaviors." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but Deepseek incorrect results and Granite wrong token IDs are separate model-specific bugs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different operations and failures." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug and placeholder issue have no meaningful overlap." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they affect different model configs and fields; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug and Qwen3.5 save_pretrained regression are different behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and resize_token_embeddings propagation are distinct model-state 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": 28, + "review_unit_index": 45, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43441", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44683", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45800", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:46851", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47405" + ], + "soft_pairs": [ + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:43653|issue:45593", + "issue:47145|issue:47405", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44462|issue:45081", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:43644|issue:47145", + "issue:46082|issue:46399", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:46082|issue:46512", + "issue:43931|issue:47145", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:44351|issue:45278", + "issue:43650|issue:46209", + "issue:45081|issue:45907", + "issue:45859|issue:46851", + "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:45542|issue:45800" + ], + "prepared_review_unit_hash": "24a2e83d52ebe6da86afbdfe240ca31e06b4c0806199cbe06fec04d71b7f8d82", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct bug reports across different models, utilities, and regression classes. None of the soft pairs look like true duplicates, so all soft edges should be rejected. The most central issue in the set is the active quantization/offloading regression.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it targets quantization/offloading behavior, has strong discussion activity and inbound references, and best matches the recurring loading/offload theme across the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative because it is an umbrella bug with broad impact rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: final-batch masking logic vs a model memory overflow. No shared code-path." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer phonemizer state bug vs tokenizer thread-safety regression. Related area, but not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs D-FINE auxiliary-loss behavior. Unrelated components." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "One is missing FP8 weight_scale application; the other is loading through the wrong Auto class and skipping conversion. Different root causes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python/version compatibility break vs an unreleased dependency version bump. Not the same underlying issue." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetr cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer file selection bug vs Mistral regex patch crash. Same subsystem, different code paths and symptoms." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling vs a Qwen3.5 LoRA warning about tie_word_embeddings. Different issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE model loading regression vs Qwen3.5 save_pretrained visual-key regression. Same family, different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs FP8 weight_scale loading corruption. Different mechanisms." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama config validation vs Qwen3.5 kernel registration/decorator failure. Not duplicate." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and different breakpoints." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating vs Gemma 4 token-type defaulting. Different model logic." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim validation vs dtype propagation/stale config dtype. Separate config bugs." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Shape mismatch loading Qwen3-VL vs FP8 weight_scale omission. Different load-time defects." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights unexpected argument TypeError. Unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch/flex_attention compatibility vs tensorboard-without-TensorFlow backend error. No overlap in failure path." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention aux-arg crash vs RTDetr loss infeasibility. Different subsystems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing HybridCache import vs broad upgrade import breakage. One may be part of the other family, but not clearly the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue title vs FP8 inference failure on B200. Clearly unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs Hub list_repo_files revision forwarding. Different code paths." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility vs variable-length position_ids bug. Same model family, different concrete defects." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offload, but one is general offloading behavior and the other is FP8 checkpoint scaling. Not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling vs Gemma 4 processor import failure. Unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized saving failure vs dequantized model loading with device_map=auto. Both touch quantization/loading, but they are different symptoms and code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression vs Kosmos2.5 OCR index error. Different models and failures." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI output in loading_report vs Qwen3.5 position_ids handling. No shared bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend detection issue vs torch/transformers version incompatibility. Different dependency 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": 28, + "review_unit_index": 46, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45072", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46291", + "issue:46399", + "issue:46829", + "issue:46846", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217", + "issue:47333", + "issue:47427" + ], + "soft_pairs": [ + "issue:44671|issue:44779", + "issue:44246|issue:47217", + "issue:43784|issue:45542", + "issue:44186|issue:47000", + "issue:42175|issue:43976", + "issue:44623|issue:44749", + "issue:45325|issue:46851", + "issue:43673|issue:43761", + "issue:43479|issue:43525", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:33290|issue:45656", + "issue:44623|issue:45397", + "issue:46399|issue:46846", + "issue:43575|issue:47145", + "issue:44261|issue:44263", + "issue:44589|issue:45362", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:45588|issue:47427", + "issue:45362|issue:47333", + "issue:43824|issue:43976", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:46399|issue:46851", + "issue:45072|issue:46829" + ], + "prepared_review_unit_hash": "b81b3b1fed9eb8f3110c3524292f6c2c1dd76941817f79927a0dd811a24bb074", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs share themes or subsystems but not the same concrete bug/change. I would not merge any of the candidate duplicate edges. The only close neighborhood is the deepspeed/optimizer pair, but it still looks like different symptoms rather than one underlying defect.", + "confidence": 0.35, + "canonical_issue_reason": "issue:45656 is the best anchor here: it is open, concrete, and points to a specific deepspeed optimizer-step bug path. Even so, the cluster as a whole does not look like a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45656 is the strongest representative issue because it is the clearest actionable code-path report in the set and the most plausible target for follow-up triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 incorrect-output reports, but they hit different models and different tokenizer/model paths." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import slowdown and VL placeholder handling are unrelated failures." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "One is a missing `nn` import during sentence-transformers import; the other is a TensorFlow/backend dependency issue." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging backend omission and Python-version support are different issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files from `processor.save_pretrained` and a post-upgrade slowdown are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention `position_ids`, but they affect different Qwen models and different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression and CLIP hidden_states regression are distinct." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Config default initialization and missing `pad_token_id` are different config bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing config attribute is not the same as a model loading failure." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mentioning `return_all_scores` vs import slowness are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizer behavior, but one is OOM with Adafactor while the other is a double-step call; not the same concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save/export files and Gemma-4 ZeRO3 loading are separate code paths." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Kernel registration/decorator failure and missing TP-plan entries causing OOM/shape errors are different defects." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP loading OOM and FP8 weight_scale omission are not the same underlying problem." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Precision drift from missing `rms_norm_eps` and a `torch.split` return-value issue are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A storage-type lookup error is not the same as a chat pipeline crash." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failures are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching on `torch.compile` is unrelated to ANSI code generation in loading reports." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto-mappings and leftover dummy classes are both CI cleanup issues, but not the same artifact or bug." + }, + { + "left": "issue:45588", + "right": "issue:47427", + "accept": false, + "reason": "A FlashAttention `s_aux=None` crash is different from redundant init skipping on non-CUDA hardware." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crashing and disk-offloaded save failures are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing model symbol import and Python 3.9/3.10 compatibility are not duplicates." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration issues and variable-length `position_ids` handling are different." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI and VideoPrism output-field mixup 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": 28, + "review_unit_index": 47, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:36246", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44479", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45701", + "issue:45759", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:46655|issue:46726", + "issue:42491|issue:43299", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:47176|issue:47177", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:45103|issue:46399", + "issue:44246|issue:44871", + "issue:45561|issue:45563", + "issue:44336|issue:46424", + "issue:43550|issue:46506", + "issue:44295|issue:45397", + "issue:43540|issue:46752", + "issue:46614|issue:46665", + "issue:42915|issue:47312", + "issue:36246|issue:43596", + "issue:43540|issue:46655", + "issue:46726|issue:47217", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:44779|issue:45292", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:44242|issue:45593", + "issue:43295|issue:45292", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "2a032f7ce53dd0cc99ac54e99da62e308e20d16442bd8f5daf70415622cc3ac1", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions spanning Qwen multimodal/video, tokenizer behavior, DeepSpeed, security, and general modeling utilities. I do not see a true duplicate core, so all soft edges are rejected.", + "confidence": 0.81, + "canonical_issue_reason": "If one issue must represent the cluster, 44479 is the broadest user-facing regression among the Qwen multimodal/video items. That said, the cluster is too mixed for a strong single canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 has the widest scope and best matches the most repeated theme in the cluster (Qwen multimodal/video regressions), but it is still only a loose representative, not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/video processors, but one is a SmolVLM padding bug and the other is an AutoProcessor missing-backend error; different failure modes and fixes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/hf5.x regressions, but one is a LoRA compatibility issue and the other is a loading failure in v5.0.dev0; not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different models and code paths: a Qwen3 Omni MoE feature-extraction helper bug versus a Qwen3.5 variable-length position_ids issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma-4 ZeRO3 loading are unrelated problems." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Two separate security issues: command-substitution allowlist bypass versus tar/zip slip file-write RCE." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "One is unsafe sys.modules access in modeling_utils; the other is VL image-placeholder handling in user text." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink handling and Qwen3.5 variable-length position_ids are different regressions." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Generic sys.modules access issue versus TimesFM window_size attribute error; no shared underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel registration error are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance problem and Gemma eos_token_id config inconsistency are not duplicates." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist race on captured_info.txt and stale num_return_sequences warning are unrelated testing issues." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI code emission in loading_report and cache max length handling are unrelated utility bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and CPU/CUDA output differences in PPDocLayoutV3 are different problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug and Gemma-4 Zero3 loading issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and empty-chat-template handling are different user flows." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and kernels version incompatibility are not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import error and DeepSpeed ZeRO3 BertModel index error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video processing, but they target different models and different root causes (Qwen3OmniMoe input validation vs SmolVLM padding math)." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing-vision-backend error and VL placeholder-in-user-text failure are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO3, but one is Qwen3 MOE weight conversion with accelerate/deepspeed and the other is an empty-deque IndexError." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but 44479 is a broad Qwen-family issue while 46655 is a SmolVLM-specific padding bug; not mergeable into one PR." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer output changes and resize_token_embeddings not updating output embeddings are different tokenizer/model-sync problems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config error and unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field for Qwen3.5MoeVisionConfig and AutoModelForCausalLM not unwrapping text_config are different composite-config bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resizing bug and version-dependent tokenization changes are not the same issue." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss when router logits are off and D-FINE auxiliary-loss behavior are unrelated MoE/detection issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression in v4.57.5 and resize_token_embeddings not affecting output_embeddings are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific NemotronHForCausalLM Flash Attention 2 support error versus a generic Flash Attention 2.0 topic; too broad and 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": 28, + "review_unit_index": 48, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44368", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47321", + "issue:47429" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:36246|issue:44351", + "issue:44060|issue:44077", + "issue:36246|issue:42757", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:42886|issue:46132", + "issue:44995|issue:45588", + "issue:44451|issue:46752", + "issue:44295|issue:44749", + "issue:45685|issue:46431", + "issue:44877|issue:45375", + "issue:44479|issue:46170", + "issue:47217|issue:47429", + "issue:43475|issue:46369", + "issue:45003|issue:45561", + "issue:44877|issue:46170", + "issue:44987|issue:45459", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:44242|issue:44857", + "issue:43475|issue:43540", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45397|issue:45656" + ], + "prepared_review_unit_hash": "c79382a92a5748d5a1718a2e8900f67aed80e1d1131aa495c1beef9fb4997ae1", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across model families, tokenizer/import failures, config/serialization issues, and runtime/deepspeed/CI problems. The soft pairs mostly share only broad keywords or the same subsystem name, not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated failures and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster for the same reason: the paired items do not describe one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different failures: stale cache on second forward pass vs missing mm_token_type_ids defaulting in Gemma 4 fine-tuning." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model warnings/config validation issues; not the same bug or fix." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different dependency/import symbols from different packages; only superficially similar." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied embeddings, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Different AMD/Windows/ROCm problems with no shared failing code path." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and stale auto_mappings entries are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and symptoms; no common defect." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward cache bug is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure vs empty-chat-template IndexError; different paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and data filtering slowdown are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int issue has nothing to do with chat template availability." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config strictness, but they are different config fields and different models." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression and Windows ROCm import/dependency issue are unrelated." + }, + { + "left": "issue:47217", + "right": "issue:47429", + "accept": false, + "reason": "Image-placeholder handling and tokenizers version pinning are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a missing attribute and the other is memory overflow; different bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist race on captured_info.txt are different issues." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "No shared concrete code path; config loading vs PyTorch/ROCm import dependency." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different failures: model loading on transformers>=5.1.0 vs protobuf decode-error masking." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "save_pretrained missing files and missing-vision-backend AutoProcessor messaging are different problems." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Generate-time UnboundLocalError and MLflow status not updated after failed training are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and float16 AMP CUDA crash are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different video-processing failures in different model families; not mergeable as one PR." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a tie_word_embeddings warning and the other is a flash-attention generation regression." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and double optimizer.step under deepspeed are 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": 28, + "review_unit_index": 49, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:39692", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:45103", + "issue:45229", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46305", + "issue:46315", + "issue:46399", + "issue:46421", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47059", + "issue:47068", + "issue:47145", + "issue:47312", + "issue:47429" + ], + "soft_pairs": [ + "issue:46305|issue:46315", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:47059|issue:47429", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:42199|issue:46851", + "issue:44361|issue:44749", + "issue:44368|issue:45563", + "issue:43994|issue:46726", + "issue:46132|issue:47145", + "issue:46752|issue:47020", + "issue:44188|issue:46202", + "issue:45593|issue:47068", + "issue:43976|issue:47429", + "issue:44483|issue:46202", + "issue:43784|issue:46399", + "issue:44188|issue:46421", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:39692|issue:46726", + "issue:44297|issue:44623", + "issue:43475|issue:46821" + ], + "prepared_review_unit_hash": "1e1d893743488ea07b3fe3aacf7da4ae5d1181dbfcd11d55aadfa378eb1954dd", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the items span unrelated tokenizer, vision, cache, training, and quantization bugs, so there is no convincing duplicate core. I rejected every soft edge as a false match.", + "confidence": 0.18, + "canonical_issue_reason": "There is no true canonical duplicate target in this set; if one issue must stand in as the representative, issue 45229 is the strongest standalone report because it has the deepest discussion and a concrete, high-impact failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best standalone issue here: it is detailed, user-visible, and well-discussed, making it the most suitable reference point despite the cluster not being a real duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated bugs: sliding-window masking logic vs tokenizer conversion performance regression." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure is unrelated to a kernels-version compatibility complaint." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer-loading regression in v5 is not the same as a DeepSeek accuracy regression." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation and a model-type mismatch warning are different SAM3 issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release behavior is unrelated to a mask generation pipeline batching warning." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are different code paths and failures." + }, + { + "left": "issue:47059", + "right": "issue:47429", + "accept": false, + "reason": "A CLI break with huggingface_hub is unrelated to a tokenizers upper-bound packaging issue." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are not the same defect." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to show the same Gemma roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation parsing crash and cache seq-length tensor arithmetic are different failures." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position-id support are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task crashes do not match a training-time performance regression." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A model-config warning for LoRA fine-tuning is not the same as a paged-generate stale warning." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and missing-vision-backend processor loading are different bugs." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior changes are unrelated to FP8 frozen-checkpoint loading without weight_scale." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-chat-template indexing and XLMRobertaTokenizer Unigram initialization are different tokenizer issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a Gemma token roundtrip failure." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE is not the same as a host-synchronization issue in DeepSpeed loss computation." + }, + { + "left": "issue:43976", + "right": "issue:47429", + "accept": false, + "reason": "Python version compatibility and tokenizers dependency bounds are unrelated packaging problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API acceptance failure is not the same as the Gemma roundtrip token issue." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "sentence-transformers import NameError is unrelated to a missing decorator in Qwen3.5 kernel registration." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile behavior, but one is kernel divergence while the other is cache lazy-init recompilation; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint-key mismatch during resume is unrelated to a throughput regression in data filtering." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and double optimizer stepping under DeepSpeed are different training bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy pixel-decoder convolution and a mask pipeline batch flag bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example errors and missing-vision-backend processor loading are different issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch and processor save-pretrained missing files are related only at a broad save API level, not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "A missing vision-encoder attribute in SAM3 video is unrelated to a TimesFM window_size AttributeError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 50, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42907", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44279", + "issue:44373", + "issue:44451", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217", + "issue:47429", + "issue:47448" + ], + "soft_pairs": [ + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:43646|issue:44162", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:42907|issue:47448", + "issue:45230|issue:45397", + "issue:44623|issue:45656", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:43723|issue:46326", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:44451|issue:47429", + "issue:44279|issue:47429", + "issue:44869|issue:45356", + "issue:45375|issue:45478", + "issue:44038|issue:44623", + "issue:44661|issue:47059", + "issue:36010|issue:41628", + "issue:43873|issue:44945", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "ea756adcdac0e13a481e7f911576d5eb262a96d495a5bf3f2920da21f3d0c667", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34641, + "estimated_input_tokens": 8661, + "estimated_eval_tokens": 17578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues. The soft edges are title-similar but usually point to different failure modes, code paths, or model families, so I would not merge any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43873 is the best anchor: it is the most active, open, and high-signal report in the set, with inbound references and a concrete bug description. That said, the cluster is heterogeneous and this issue is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone triage target because it is active, well-discussed, and describes a specific reproducible bug rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "One is a quantized model save failure; the other is a GGUF load failure for a specific model family. Similar theme, different operation and code path." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are unrelated failures in different subsystems." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing output attribute on a SAM 3 vision encoder is not the same bug as missing fields in `AutoConfig.from_pretrained` with `trust_remote_code=True`." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad custom-model init regression in Transformers 5.0 is not the same concrete bug as ESM2 being broken." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation messaging and auto_docstring printing diagnostics at import time are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring and a runtime failure with variable-length `position_ids` are different issues." + }, + { + "left": "issue:42907", + "right": "issue:47448", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report does not match a specific `gemma-4` ZeRO3 `from_pretrained` failure." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from `processor.save_pretrained(...)` is unrelated to optimizer stepping twice with DeepSpeed." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error and Sentence Transformers hanging on load are different symptoms and code paths." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "An `eos_token_id` config mismatch is not the same as `AttentionInterface.register` changing function behavior." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading failure in v5 and `continue_final_message` on mistral_common tokenizers are different tokenizer bugs." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `position_ids` handling in Qwen3.5." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race in testing utils is unrelated to VL image-placeholder parsing failures." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint output and RTDetr loss infeasibility are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is `_update_model_kwargs_for_generation` after `sync_gpus` and the other is missing cache state in chunked prefill; different fixes." + }, + { + "left": "issue:44451", + "right": "issue:47429", + "accept": false, + "reason": "A model-loading regression for ScandiBERT is not the same as a packaging upper-bound issue on `tokenizers`." + }, + { + "left": "issue:44279", + "right": "issue:47429", + "accept": false, + "reason": "A generic dependency issue is too broad and does not match the specific `tokenizers<=0.23.0` constraint bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decoding crash and Kimi-K2.5 tokenizer codec-regression are different tokenizer problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "A missing `deepstack_visual_indexes` field being dropped by strict config handling is not the same as a broader Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe breakage in Transformers 5 is unrelated to missing files in `processor.save_pretrained(...)`." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "A model-registration failure in `add-new-model-like` is unrelated to the Hugging Face CLI completion attribute error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "These are both import errors, but for different symbols and modules: `GenerationMixin` versus `AutoImageProcessor`." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading failure and incorrect pipeline-parallel LLM output are different code paths and different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Top-level `AutoImageProcessor` import failure and a missing `image_utils` import are related only loosely; they are not the same concrete missing-symbol bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a load error and the other is a strict-config field-drop issue; not enough evidence they are the same bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to a DeepSpeed ZeRO3 deque underflow." + } + ] + }, + "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": 28, + "review_unit_index": 51, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:29925", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44186", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46202", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:42371|issue:45092", + "issue:29925|issue:30333", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:43232|issue:44792", + "issue:43784|issue:43824", + "issue:42175|issue:44933", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:30333|issue:33290", + "issue:44222|issue:45310", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:45561|issue:47059", + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:42898|issue:45812", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:43976|issue:44933", + "issue:44843|issue:47085", + "issue:43479|issue:46829", + "issue:44186|issue:47085", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "5cb9744d660a5c1ca11582e83419ccd5c3061ab9b21fc69f69b67b848de51c97", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-edge pairs look like false positives. The cluster is a grab-bag of unrelated issue reports across tokenizers, model loading, packaging, training, generation, and test infrastructure, with no pair describing the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the cluster is highly heterogeneous; if forced, the most central-looking item is still not representative of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: Mistral regex/tokenizer patching vs auto-docstring parsing with future annotations." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated problems: TF32 settings API vs remote-code meta-init incompatibility for InternVL2." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "Different domains: tokenizer fast-mode enforcement vs MLflow training-job reporting." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different failures: float16/CUDA loss crash vs docstring diagnostics printing at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Processor import attribute error vs Gemma token roundtrip behavior; not the same bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma, but one is token roundtrip on \u2581 and the other is an image-text pipeline failure." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg sync bug vs Janus image-generation test failure; not the same code-path problem." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols/models; no shared underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs a missing import from image_utils." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but different versions and different failures; not mergeable as one fix." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting bug is unrelated to Deepspeed Adafactor OOM." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior is not the same as Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Version bump / dependency pinning issue vs docstring import-time logging." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug is unrelated to the Deepspeed host-sync concern." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions, but one is clean-up-space behavior and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Torch-only install missing TF backend is different from dummy PT object leakage without torch." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file-race bug is unrelated to huggingface_hub CLI compatibility." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption vs Qwen3_5 image infinite loop; different failure modes and code paths." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue is distinct from FP8 save_pretrained behavior." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-spaces semantics vs wrong token IDs for Granite." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config import/registration problem vs pytest worker race; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang for sentence-transformers is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Special-token insertion regression is not the same as tokenizer thread-safety." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs missing import from image_utils." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info call in Mistral regex patch is a different bug from tokenizer thread-safety." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config initialization bug vs output container field mix-up; unrelated model components." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to general tokenizer thread-safety." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3-related 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": 28, + "review_unit_index": 52, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431", + "issue:46665", + "issue:46693", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42673|issue:46693", + "issue:42673|issue:43704", + "issue:39692|issue:46909", + "issue:44623|issue:45310", + "issue:43723|issue:44568", + "issue:43479|issue:44079", + "issue:30333|issue:34689", + "issue:30333|issue:36331", + "issue:45600|issue:47059", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:46077|issue:46123", + "issue:22355|issue:28282", + "issue:42222|issue:45200", + "issue:46209|issue:46431", + "issue:44734|issue:45103", + "issue:44295|issue:45656", + "issue:42796|issue:43723", + "issue:43874|issue:45092", + "issue:43116|issue:44190", + "issue:44448|issue:46132", + "issue:45405|issue:45712", + "issue:43479|issue:46665", + "issue:44222|issue:44297", + "issue:42831|issue:44623", + "issue:44297|issue:45656" + ], + "prepared_review_unit_hash": "a7977abb003283f5310a8430c173bf6f6701be8cfa94570055a40b1d39f042f3", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are unrelated issue reports. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports; everything else is similar only at a broad subsystem level, not the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the stronger canonical report: it is the original, more discussed Qwen3ForCausalLM VRAM-leak bug with a precise multi-dataloader-thread reproduction, and issue:43704 is the near-exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is a concrete, well-scoped runtime bug with the clearest duplicate relationship and the most discussion/context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Same family (Qwen3/VRAM/perf), but different symptom and code path: a thread-related VRAM leak versus a long-context FA2 performance regression." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are the same Qwen3ForCausalLM VRAM leak report, including the same title and the same multi-dataloader-thread symptom." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken documentation examples, but they concern different models and different failures." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: missing processor save files versus a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading regression and the other is a special-tokens/BOS-EOS behavior bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated core bugs: multimodal config initialization versus ModelOutput key assignment." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a model-loading regression." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job reporting and Trainer API signature breakage are different bugs." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI break from removed configs is unrelated to a Hugging Face Hub CLI compatibility failure." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but they affect different APIs and behaviors; not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Possible overlap in v4/v5 output differences, but one is specifically about clean_up_tokenization_spaces and the other is a Pegasus output regression; too broad to treat as the same bug." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention tokenizers/threading, but one is a model VRAM leak and the other is a tokenizer thread-safety regression." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior versus DeepSeek tokenization correctness." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different components and failures: multimodal config defaults versus Whisper timestamp decoding crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation mismatch in set_training()." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention mask construction and partial-batch handling are separate pipeline/model bugs." + }, + { + "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 for AutoModel." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal/model issues: broken vitpose models versus Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing processor chat-template support are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve/KV-cache tensor indexing and auto_docstring annotation handling are unrelated bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and deepspeed double optimizer stepping are different runtime issues." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading in v5 are distinct problems." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper and remote-code/meta-init incompatibility are different multimodal loading bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both involve example scripts, but one is a multi-label classification output bug and the other is dataset loading." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A v4/v5 Pegasus output regression and AttentionInterface.register behavior changes are not the same code-path bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unreleased dependency version bump is unrelated to leftover dummy PT classes in the repo." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Multimodal config defaults are unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/moe behavior and tokenizer_config class mismatch are different serialization bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization mismatch and optimizer double-step behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:42673 and issue:43704 are the only clear exact-duplicate pair (same title, same bug, earlier/later timestamps, and much higher discussion on 42673). The remaining soft-pair rejections are conservative and consistent with the visible titles and metadata, without overstating overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43986", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46614", + "issue:46726", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44075|issue:46231", + "issue:45245|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:43723|issue:44977", + "issue:44373|issue:44485", + "issue:43232|issue:47276", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:44327|issue:47059", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:43232|issue:45834", + "issue:45071|issue:46082", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44190|issue:46082", + "issue:44222|issue:44484", + "issue:43232|issue:46424", + "issue:43408|issue:46402", + "issue:46369|issue:46909", + "issue:44360|issue:46762", + "issue:42907|issue:46050", + "issue:44263|issue:45092", + "issue:43986|issue:46726" + ], + "prepared_review_unit_hash": "f1d6be3245c0a00f469b14ee2d81ab11653be11810cd6a2775b1a8c9ddab5186", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35471, + "estimated_input_tokens": 8868, + "estimated_eval_tokens": 17992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs across loading, saving, generation, tokenization, quantization, docs, and CLI compatibility. The soft pairs are mostly only loosely similar by subsystem, not the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue: the items are not duplicates of one another, and the soft-linked pairs do not share a concrete root cause or fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, issue #43723 is the broadest user-facing loading regression and is the closest to a reusable triage bucket for nearby model/tokenizer load failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Different bugs: optimizer arguments being ignored vs a documentation parameter-name mismatch." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated: category-limit error in model loading vs AttentionInterface.register behavior change." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both involve imports, but one is a missing image_utils import while the other is leftover dummy PT classes leaking into the namespace." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained problems: FP8 MOE saving vs processor.save_pretrained omitting files." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure vs Qwen3.5 generation with flash-attention are different code paths and symptoms." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is not the same issue as a GLM-5 RoPE implementation bug." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation internals warning/update handling is distinct from a misleading warning message in continuous batching." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch in save_pretrained is different from a Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit pretrained preset loading with a legacy field is unrelated to a huggingface_hub CLI compatibility break." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds error is unrelated to the CLI _add_completion attribute error." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change across versions is not the same as FP8 inference failing on B200 hardware." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Different problems: stale phonemizer language state vs Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder attribute missing is unrelated to MoonshineStreaming sliding-window off-by-one logic." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different dependency breakages." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index overflow." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking break in PretrainedConfig is not the same root cause as LlamaConfig rejecting explicit head_dim." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformer loading hang and zero probabilities from a SigLIP2 model are distinct model-specific failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same issue as incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained MOE bug is unrelated to the default max_shard_size value question." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation bookkeeping after sync_gpus is distinct from cache max_cache_length handling." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning mismatch for sam3_tracker vs sam3_video is not the same as Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion is not the same as numerical discrepancies in Minimax MSA attention." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure for Ministrals/Devstrals is unrelated to sinq quantized model round-trip breakage." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in a MoE indexer are unrelated to old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "AutoProcessor crash without torchvision and unrecognized image processor errors are different missing-backend/error-path 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": 28, + "review_unit_index": 54, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46655", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:44295|issue:44623", + "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44263|issue:44373", + "issue:22355|issue:27957", + "issue:46305|issue:46655", + "issue:43784|issue:45600", + "issue:41628|issue:43824", + "issue:22355|issue:28218", + "issue:44483|issue:45406", + "issue:42831|issue:45310", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:44964|issue:47059", + "issue:44261|issue:45092", + "issue:44263|issue:44360", + "issue:44188|issue:44373", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43986|issue:47217", + "issue:43644|issue:46305", + "issue:42796|issue:43122", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43540|issue:46909", + "issue:43408|issue:46369", + "issue:45381|issue:46909", + "issue:42886|issue:43066", + "issue:39379|issue:46172" + ], + "prepared_review_unit_hash": "56989e8bb33b3ba88b95c36a12757f43c91ca14a2a4b5dd70c6797a35bc58f98", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are superficially similar only at the subsystem level (tokenizers, VL models, buffering, API/import regressions) but do not describe the same concrete bug. I would not merge any soft pair as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43122 is the broadest tokenizer-regression report and the closest fit to the largest repeated theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the best representative because it describes a general tokenizer behavior change across versions, which is broader than the more model-specific or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: buffer access/read failure vs processor save_pretrained missing files." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are sequence/vision masking issues, but they affect different models and different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency complaint vs padding performance inefficiency; unrelated failure modes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Different issue types: DSA indexer return handling vs a wrong docstring for position_ids." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely different topics: missing transformers.onnx module vs Flash Attention 2 support for XLMRoberta." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processing bugs with different symptoms and code paths." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers integration vs auto_mappings referencing removed configs." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing onnx module vs tokenizer adds an extra space after an added token." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in chat/completions vs Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command regression vs import-time NameError in a different package path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific mistakes: RoPE layer dropping vs tied-weights warning across Qwen3-Next." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure vs huggingface_hub CLI test breakage; unrelated components." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layer epsilon precision issue vs remote-code/meta-init incompatibility; different root causes." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA, but one is torch.split return values and the other is a missing ReLU; not the same fix." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile vs docstring error; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; different subsystems and symptoms." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs NaNs after checkout/init; not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision crash on load vs VL image-placeholder handling in user text; different code paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs sliding-window off-by-one; unrelated behavior." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is model-specific BPE marker handling and the other is a version-wide tokenization change." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy issue in FP8 vs infinite loop on a specific image; unrelated symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but for different models and different outputs (offset mapping vs special tokens)." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input processing error vs broken documentation example; not the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning mismatch vs memory overflow in a different SAM3 model." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "VL video position_ids bug vs documentation example issue; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading failure vs wrong tokenizer decoder type in v5; different failure modes." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Incorrect mllama mask handling vs deepseek-v4 tensor transpose issue; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 55, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43824", + "issue:43906", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44995", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46326", + "issue:46697", + "issue:47059" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:22355|issue:29159", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:44295|issue:44297", + "issue:44117|issue:44704", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:42371|issue:44263", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:43122|issue:43906", + "issue:44360|issue:44485", + "issue:44995|issue:46697", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "5f24978d9c1b47f42335a6d922878e1f030a675ff83f92e3979bd014fb44b02f", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36575, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous. Most apparent overlaps are only broad topical similarity (imports, tokenizers, save/load regressions) rather than the same concrete bug, so nearly all soft edges should be rejected.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style regression here (\u201cmany import errors after update\u201d), making it the most reasonable cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative high-level issue in this mixed set, but it is still not a true duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different failure modes and code paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific missing symbol while the other is a broad post-upgrade import-error report." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to a sentence-transformers loading hang." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error with CLIP are not the same underlying defect." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal token-counting bug and a CLI/huggingface_hub compatibility error are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer output changes across versions and mistral_common final-message handling are different tokenizer issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated problems." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx import and slow/fast tokenizer inconsistency do not share a concrete fix." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized model saving and loading phi multimodal models are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are distinct tokenizer/template bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and saving the tokenizer_class metadata are separate save/load issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping defaults and AutoProcessor cached_file kwargs handling are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import failure is one specific import issue, not the same concrete bug as the broad upgrade regression." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but wrong offset_mapping is not the same as failing to load a specific model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are different failures." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences across versions and multimodal assistant-mask generation are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are distinct apply_chat_template/processor issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are different SAM 3 video problems." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API deprecation guidance and a torch.split indexer bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Quantized/dequantized save failure and gguf_file loading failures are different from_pretrained/save_pretrained paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different dependency/version breaks." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and tokenizer save_pretrained metadata mismatch are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification outputs and Gemma 4 mm_token_type_ids handling are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained checkpoint corruption and from_pretrained loading errors for Qwen3.5 are related but not the same concrete code path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and a registered-buffer read issue do not match." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-version differences and an isolated reproduction of another issue are not enough to call duplicates." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model-internal topics." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A second-forward cache bug in GlmMoeDsa and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE and save_pretrained, but the titles point to different model families and 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": 28, + "review_unit_index": 56, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45362", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46762", + "issue:46877", + "issue:46909", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:46172|issue:46762", + "issue:42175|issue:44938", + "issue:28348|issue:46640", + "issue:42222|issue:47312", + "issue:39379|issue:43232", + "issue:39401|issue:46614", + "issue:43493|issue:45753", + "issue:42757|issue:44351", + "issue:44188|issue:46328", + "issue:36296|issue:43116", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:46231|issue:46877", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:44625|issue:46002", + "issue:43976|issue:45446", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:43066|issue:44779", + "issue:44075|issue:44936", + "issue:45362|issue:45478" + ], + "prepared_review_unit_hash": "a81c52f7fe1362b8d52fd88bad4aea1aef631f2a2bd735e32a00677fab29ed21", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35213, + "estimated_input_tokens": 8804, + "estimated_eval_tokens": 17864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or version and should not be deduplicated. The only plausible duplicate is the broad import-regression report 45278 and the specific missing-symbol report 38617.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the best canonical issue because it is the broad umbrella regression report; 38617 looks like a specific manifestation of the same import-export breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative and useful tracking issue among the set: it describes the wider version-upgrade import regression rather than one narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different failures: BF16/FP32 dtype drift in evaluation vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model families and bugs: DeepSeek-v4 tensor operation issue vs Minimax attention numerical drift." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are import/platform problems, but one is backend dependency packaging and the other is Python 3.14 loading compatibility." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Same broad flash-attention theme, but one is a GPT-2 feature request and the other is an unspecified issue; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "Unrelated: broken VitPose models vs kernel-compatibility issue." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different code paths: Mllama mask handling vs generation kwargs after sync_gpus." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenization-like behavior, but one is offset mapping and the other is phonemizer backend state; different bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different failures in Qwen3.5-family models: SigLIP2 implementation mismatch vs infinite loop on a specific image." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different packages." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to feature-extractor padding performance." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script multi-label classification output issue are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different symptoms and subsystems: VRAM leak in Qwen3ForCausalLM threading vs dtype mismatch in inference." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but save_pretrained key serialization and from_pretrained loading failure are distinct problems." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch vs import-time stdout diagnostics; not the same issue." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions request rejection is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-space cleanup behavior change vs phonemizer language state bug are different areas." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "General Python version support regression vs a specific PyTorch version check bug; not the same code path." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/image-size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni MoE feature-length helper behavior is unrelated to AuxRequest import gating." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs after checkout/init are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": true, + "reason": "Both point to the same broad import regression after upgrade; 45278 is the umbrella report and 38617 is a concrete missing-symbol instance." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script output issue is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but the concrete failures and affected models differ." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer evaluate/train interaction are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but chat crashes and from_pretrained errors are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate call on issue:45278 / issue:38617 is plausible from the titles, and the other soft-edge verdicts avoid overclaiming beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 57, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43208", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44704", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46894", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:43937|issue:44485", + "issue:42673|issue:42796", + "issue:43066|issue:46710", + "issue:44355|issue:46231", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:42371|issue:43874", + "issue:43827|issue:45446", + "issue:43992|issue:44704", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:43824|issue:46981", + "issue:39379|issue:43688", + "issue:46328|issue:47116", + "issue:44117|issue:45081", + "issue:33453|issue:39401", + "issue:43673|issue:46328", + "issue:43208|issue:46894", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42617|issue:45341", + "issue:45092|issue:46762", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "bb243db6dfc7e6d3bf3434c32a4f06b537107180327694bd4054b3c6b1dddfe0", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of mostly unrelated Transformer issues, with many tokenizer/loading bugs mixed in with model-specific training, attention, API, and docs regressions. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44117 is the broadest and most representative of the tokenizer-loading failures in this set, but the cluster is heterogeneous overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44117 is the best single representative because it describes a generic from_pretrained/tokenizer mapping failure rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but one is a GenerationConfig validation failure and the other is a RoPE implementation discussion; different code paths." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threading versus tokenizer BPE marker handling; unrelated subsystems and symptoms." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Wrong tokenizer decoder type is a loading/serialization bug, while the other is a broad accuracy regression after upgrade." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "One is missing vision-backend handling in AutoProcessor; the other is repeated HTTP 429 retries during config fetching." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Different output-field bugs in different model classes; not the same underlying issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label behavior and pipeline task-support messaging are different problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance versus a missing image-patch method; no shared code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline and a PyTorch version guard bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights in UMT5 versus incomplete kwargs forwarding in AutoProcessor; different failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue versus a backend import version check; not duplicates." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None are different tokenizer/attention bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 loading/type issues, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "An import error for a VL model and an HTTP retry behavior problem are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect MLLama masking and auxiliary-loss normalization are different model-training bugs." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance overhead versus a streaming pipeline regression; too far apart." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading related, but one is a None mapping assumption and the other is a Mistral regex/backend_tokenizer crash; different root causes." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression versus Qwen3 offset_mapping correctness; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing during chunked prefill and sequence padding inefficiency are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different training bugs; only a vague pattern match." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and missing generation cache are distinct v5 regressions." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running a specific parallel script and a small testing_utils bug are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints versus numerical differences in attention implementation." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT2 attention scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional-mask construction." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model loading breakage and RTDetrLoss infeasible cost matrix 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": 28, + "review_unit_index": 58, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44493", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "issue:43408|issue:43742", + "issue:42222|issue:43441", + "issue:43450|issue:43986", + "issue:39379|issue:46897", + "issue:45071|issue:46512", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:44877|issue:46231", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:39401|issue:43421", + "issue:44483|issue:45464", + "issue:44704|issue:47110", + "issue:38617|issue:41628", + "issue:43937|issue:44496", + "issue:43122|issue:46298", + "issue:38617|issue:44220", + "issue:44964|issue:45278", + "issue:42371|issue:44261", + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:43208|issue:46897" + ], + "prepared_review_unit_hash": "a1e580bdcfb1d38729ecf12e799c6c63074954fe2edca87c2eacb38cd296d922", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers bugs (imports, tokenizers, vision/video processors, config regressions, chat APIs). I don\u2019t see any soft-edge pair that clearly describes the same concrete underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44704 is the most concrete, code-path-specific regression in the set: it names a precise from_pretrained/cached_file argument-passing failure with a clear fix surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44704 is the best canonical issue candidate because it is narrowly scoped, reproducible, and tied to a specific API path rather than a broad or vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure modes; one is invalid GenerationConfig, the other is flash-attention generation behavior." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated subsystems and symptoms: SAM3 model-type warning versus a MobileLLM loading key error." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and bugs; vitpose breakage is not the same as Ministral FlashAttention failure." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is a batched-shape bug and the other is a torchvision-missing crash; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different code paths and models; mllama masking bug is unrelated to Florence2 training-loss double shift." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both mention config/dtype, but one is type-checking regression and the other is stale config.dtype after from_config." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-list chat template crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different operators and models; torch.split indexing bug is not the same as Minimax attention numerical drift." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading regression versus documentation parameter mismatch; not the same underlying issue." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptoms (offset mapping vs output correctness)." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different bug classes: flash-attention training degradation versus save_pretrained checkpoint regression." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision and repeated 429 retries are separate AutoProcessor problems with different root causes." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is an unspecified bug and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and different failures; missing projections is not a from_pretrained error." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Config type-checking regression and cli completion breakage are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping bug and runtime post-processor update bug are different tokenizer internals issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions related, but one is a general endpoint rejection and the other is a model-specific streaming inference failure." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor cached_file kwarg forwarding and special_tokens list-vs-dict handling are different bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and missing model_type in config.json are distinct loader/config errors." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features bug are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are version-update regressions, but one is a specific multimodal model load failure and the other is broad import errors; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API-settings warning and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config flag and unexpected position-id key errors are different regressions." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy problems are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues in different attention paths; not the same underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss 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": 28, + "review_unit_index": 59, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:27957", + "issue:29159", + "issue:29925", + "issue:30947", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46172", + "issue:46752", + "issue:46981", + "issue:47116", + "issue:47448" + ], + "soft_pairs": [ + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:44484|issue:45310", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:29925|issue:30947", + "issue:43673|issue:45341", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:44038|issue:44230", + "issue:43012|issue:43577", + "issue:43957|issue:44351", + "issue:43874|issue:44261", + "issue:45341|issue:47448", + "issue:46752|issue:47116", + "issue:43531|issue:45341", + "issue:27957|issue:43352", + "issue:43097|issue:45588", + "issue:44263|issue:46172", + "issue:44117|issue:44987", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:44261|issue:44485", + "issue:29159|issue:30947", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "a9ed09afaad8c829925a48eb9e8e41807c02bb76f71026dd48d5234b928201e2", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer v5 bug reports, with one strong duplicate-like tokenizer regression thread. The only pair that looks like the same underlying bug is the v5 tokenizer behavior/decoder-type change; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43066 is the most concrete root-cause report in the tokenizer regression thread: it points to the decoder type being wrong in v5, which plausibly explains the broader tokenization differences seen elsewhere.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best overall representative for the cluster because it describes the user-visible regression broadly and cleanly captures the shared tokenizer problem space.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Different bugs: one is an optimizer/model init constraint, the other is repeated retry behavior in AutoProcessor over HTTP 429." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3 models, but the failures are different: weight-shape mismatch vs missing layer projections." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: shard size question in save_pretrained vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is ignored SGD args and the other is double optimizer stepping with deepspeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Same tokenizer regression family in v5: wrong decoder/type handling matches the broader 'different tokenization' symptom." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different concrete failures and likely different fixes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-5/GLM MoE internals; no clear shared code-path or symptom." + }, + { + "left": "issue:29925", + "right": "issue:30947", + "accept": false, + "reason": "Both are tokenizer-related, but one is about enforcing use_fast and the other about special-token application on LLaMA3." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Completely unrelated: generation cache/chunked prefill vs a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different areas: removed encoder-decoder tying vs gguf_file breakage in from_pretrained." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a shape mismatch and the other is a MoE/v5 loading issue." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated regression types: config type checking vs missing TensorFlow backend detection." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention Flash Attention, but one is unsupported-model loading and the other is training degradation with flash_attention_3." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Model family overlap only; one is a bug, the other is an fp8 support request." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a PyTorch warning on compile and the other is incorrect dtype propagation in Blip2 loading." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Different loading failures: meta-device model loading vs importing HybridCache." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different components and symptoms: multimodal image-patch counting vs a layernorm epsilon precision issue." + }, + { + "left": "issue:45341", + "right": "issue:47448", + "accept": false, + "reason": "No overlap beyond being general bug reports; testing utility vs unrecognized Gemma architecture." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Different code paths: empty chat-template input crash vs streaming pipeline regression." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: sliding-window behavior in Qwen3-MoE vs a testing utility bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2, but one is XLM-Roberta support and the other is Nemotron unsupported-model gating." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: removed tie_embeddings_and_encoder_decoder vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "No clear duplicate relationship; one is a torch.split/indexer issue, the other a DeepSeek-v4 transpose/dtype bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Possible loading-related overlap, but the concrete failures are not the same and no shared code-path is evident." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size behavior vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different math/code-path issues in unrelated models; no same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence/loading problems: embedding tying removal vs quantized model save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading errors, but caused by different missing dependencies and different processors." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM-related models, but the precision-epsilon issue and RoPE implementation are distinct." + }, + { + "left": "issue:29159", + "right": "issue:30947", + "accept": false, + "reason": "Both are tokenizer bugs, but one is slow-vs-fast inconsistency and the other is special-token flags not taking effect." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different areas: config/API removal vs quantization/offloading behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it correctly identifies the set as mostly heterogeneous, with the one strong tokenizer-regression linkage between issue:43066 and issue:43122. The other soft-edge rejections are cautious and consistent with the issue titles. No obvious overstatement or mergeability problem is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 60, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:30947", + "issue:33453", + "issue:34567", + "issue:38617", + "issue:41950", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44263", + "issue:44315", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:45103", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981" + ], + "soft_pairs": [ + "issue:42907|issue:43937", + "issue:43208|issue:43550", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:43986|issue:45341", + "issue:44246|issue:46981", + "issue:44410|issue:45375", + "issue:44117|issue:46701", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:30947|issue:33453", + "issue:43673|issue:46123", + "issue:30947|issue:34567", + "issue:43874|issue:44263", + "issue:44038|issue:44410", + "issue:46172|issue:46710", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:38617|issue:42757", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:38617|issue:41950", + "issue:43502|issue:43992", + "issue:44380|issue:46421" + ], + "prepared_review_unit_hash": "70a0eaca8ba10d154670326b0b56b7f15e307654ae39176d6db83bc6da8a4eab", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34897, + "estimated_input_tokens": 8725, + "estimated_eval_tokens": 17706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are distinct bugs across tokenizers, trainers, processors, vision models, imports, and generation. The soft pairs are mostly superficial similarity matches rather than true duplicates, so none should be merged.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 33453 is the broadest, most umbrella-like report in the set (tokenizer loading regression), but the overall cluster is too mixed for a strong canonical duplicate choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33453 is the most general issue title and the closest thing to a cluster representative, though it still only covers one narrow subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model families and failure modes: dequantized save/load vs invalid GenerationConfig." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are unrelated to Bamba-9B-v2 torch.compile/SDPA failures." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop bug and SAM memory overflow are separate model-specific issues." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence and deepseek-v4 tensor transpose bug are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to a testing_utils bug." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness and repeated 429 retry behavior are distinct AutoProcessor problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen variants and different defects: missing projections vs missing config field." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 compilation warning is not the same as a TimesFM window_size AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both involve tokenizers, but the concrete bugs are different: AddedToken kwargs vs mapping lookup." + }, + { + "left": "issue:30947", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer-loading theme overlaps, but one is a specific add_bos/add_eos bug and the other is a broad regression report." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache missing during chunked prefill and final-batch mask dropping are different behaviors." + }, + { + "left": "issue:30947", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer special-token handling is unrelated to TrainerState token counting." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components and distinct bugs: multimodal token counting vs torch.split return values." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related family names, but different models and bug types; not the same underlying change." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A tensor-ops bug in deepseek-v4 is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor reports, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and empty-list chat template crash are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different dependencies; same symptom class, not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate post-train failure is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A torchvision dependency crash and a save_pretrained shard-size question are not duplicates." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in tests and noisy logging are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41950", + "accept": false, + "reason": "ImportError for layer_type_validation and video-classification pipeline using image processors are different issues." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-mode API leakage and missing embed_tokens weights are separate loading bugs." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling ignored and cache lazy-init recompilation are different code-path problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 61, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:30947", + "issue:33357", + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44734", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:44451|issue:47116", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45584|issue:46365", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:44077|issue:46365", + "issue:30947|issue:33357", + "issue:44380|issue:46132", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:44162|issue:46172", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43012|issue:47276", + "issue:43756|issue:44485", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:36010|issue:42757", + "issue:42831|issue:44261", + "issue:44222|issue:45478", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "7c234a05dc8c8e70cbfcfa5c2bfe1194915264e3c03a7afbeda4828a62866ef3", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37047, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports; the soft pairs share only superficial similarity (warnings, import errors, v5 mentions), so none should be merged as duplicates. If a representative issue is needed, the v5 streaming regression report is the broadest fit.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 47116 is the broadest v5 regression report in the set and best matches the recurring compatibility-breakage theme, but it is still only a representative, not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47116 is the most general and self-contained report here, so it is the best single issue to anchor the cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Specific model-load failure vs. streaming pipeline regression; different code paths and symptoms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs. backend mapping error for tensorflow_text; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs. BeitImageProcessorFast label reduction; different components and bug classes." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2 optimizer-state mismatch is unrelated to pipeline streaming regression." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning vs. Bamba SDPA/torch.compile failure; not the same underlying bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes vs. noisy logging; unrelated maintenance issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs. isolated reproduction of a different issue; no shared concrete failure." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs. Qwen3_5 infinite loop on an image; different model paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs. saving Pipeline objects; both about saving, but not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case vs. Trainer import depending on uninstalling datasets; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compile-time bf16 warning vs. tie_word_embeddings warning during LoRA fine-tuning; different warnings and causes." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task message issue vs. Pipeline save_pretrained failure; distinct pipeline behaviors." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Serving KV-cache indexing crash vs. streaming pipeline regression; different subsystems." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still reference pipeline() vs. runtime streaming regression; documentation vs. code bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support missing for Nemotron vs. Python version incompatibility; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in from_pretrained vs. max_shard_size question; not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation vs. import failure tied to datasets; unrelated." + }, + { + "left": "issue:30947", + "right": "issue:33357", + "accept": false, + "reason": "LLaMA3 BOS/EOS token handling vs. MacOS CLIP bus error; different models and failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. AttentionInterface.register behavior change; separate code paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config missing vocab_size vs. Apple Silicon TypeError in allocator warmup; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-backend scaling bug vs. degenerate zero-loss classification bug; no common root cause." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs. deepseek-v4 tensor transpose bug; different models and failures." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import vs. missing Qwen2_5_VLForConditionalGeneration import; both import errors, but different symbols and fixes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Optional backend packaging gap vs. Trainer import conflict with datasets; different dependency problems." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "bfloat16 compile warning vs. misleading synced_gpus warning in continuous batching; unrelated warnings." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer drop bug vs. GLM-5 RoPE implementation discussion; not the same concrete defect." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Model-specific Flash Attention unsupported error vs. GPT2 attention scaling ignored under backends; related area, different bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config API without indication vs. noisy logging message; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors for different symbols; same general symptom, but not the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FP8 accuracy issue vs. missing rms_norm_eps in MLA q_a_layernorm; distinct precision-related defects." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained MoE issue vs. Qwen3.5 MoE from_pretrained error; different directions of model I/O." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption vs. GPT2 attention-scaling bug; 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": 28, + "review_unit_index": 62, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:29870", + "issue:29925", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44483", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45593", + "issue:45759", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:42890|issue:47059", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:38617|issue:43502", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:44625|issue:46077", + "issue:43299|issue:43867", + "issue:43611|issue:44655", + "issue:43618|issue:44380", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:43976|issue:44938", + "issue:44263|issue:45759", + "issue:44355|issue:46877", + "issue:29925|issue:33453", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:44625", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:29870|issue:36296", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44393|issue:47337", + "issue:44075|issue:46365", + "issue:43010|issue:45278" + ], + "prepared_review_unit_hash": "a4e4a62c0674e7c27590a8e70e63d1f3feecfb8e3fa9286c8cde5129cbcdb6e9", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37272, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated regression reports. None of the soft pairs look like the same underlying bug/change closely enough to merge. The closest themes are tokenizer loading, CLIP output regressions, and a few Gemma/Qwen issues, but they still split by distinct code paths and symptoms.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43618 is the cleanest, most concrete runtime regression in the set and the best available anchor, though the overall cluster is not truly cohesive and does not contain a clear duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43618 is the strongest single issue to anchor triage: specific, reproducible, and closer to a likely duplicate cluster than the others. It is still only a representative issue, not a proven duplicate root.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen/VL request handling, but one is chat/completions request acceptance and the other is batched processor/template padding behavior. Different layers and bugs." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "One is a missing set_seed in a SAM HQ test, the other is a CLI breakage from huggingface_hub API changes. Not the same failure." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one loses attentions in CLIPOutput and the other loses hidden_states in CLIPVisionModel.forward. Related area, different concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 both, but resize_token_embeddings propagation and bidirectional-attention mask construction are distinct code paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Trainer import failure with datasets installed are unrelated problems." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError from removed configuration_utils symbol vs local_files_only still triggering network requests. Different subsystems." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "save_pretrained Pipeline bug and AMD quark class update issue are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both mention saving/offloading, but the failures are different: Pipeline serialization vs disk-offloaded Qwen3-VL model save behavior." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading regressions, but one is Qwen3VL MoE model loading in v5.0.0.dev0 and the other is state_dict ordering causing load errors. Not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading with base_model_prefix and saving Pipeline objects are different features and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field regression vs GPT2 attention scaling ignored under SDPA/FlashAttention. Different model and different issue." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support in NemotronH vs D-FINE auxiliary loss handling are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config vs patchtsmixer post_init policy are different problems." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention mask construction and stale dtype in config after from_config are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is Python 3.9+ vs 3.10+ and the other is Python 3.14 load failure. Not the same root cause." + }, + { + "left": "issue:44263", + "right": "issue:45759", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and AutoModelForCausalLM text_config unwrapping are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring import-time diagnostics are different import-time issues." + }, + { + "left": "issue:29925", + "right": "issue:33453", + "accept": false, + "reason": "SigLIP use_fast enforcement is a tokenizer-specific bug; 'Regression in tokenizer loading' is too broad and not clearly the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict-sorted load failure and Qwen3.5 save_pretrained regression are both checkpoint-related but not the same concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure and CLI breakage with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Qwen3.5 num_labels propagation are different config bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression vs Qwen3.5 saved-checkpoint regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing vocab_size and special_tokens list/dict handling are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask initialization bug and tensor-parallel training bug do not share the same code path." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import failures and torch.jit script parsing indentation/comment errors are distinct issues." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Checkpoint loading error from sorted state_dict and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids behavior are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination/error and a flaky bbox-range test are not the same underlying defect." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args being ignored and Trainer import failing until datasets is removed are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache/layer update methods and broad import errors after version update 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": 28, + "review_unit_index": 63, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44351", + "issue:44360", + "issue:44387", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:47000", + "issue:47317" + ], + "soft_pairs": [ + "issue:44393|issue:47000", + "issue:43992|issue:45310", + "issue:42548|issue:44351", + "issue:29870|issue:33453", + "issue:43064|issue:44492", + "issue:36296|issue:43575", + "issue:44222|issue:45125", + "issue:43618|issue:44077", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43867|issue:45375", + "issue:28282|issue:33453", + "issue:43010|issue:43976", + "issue:43618|issue:44977", + "issue:43010|issue:45850", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:43525|issue:47317", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:44387|issue:44556", + "issue:41628|issue:42548", + "issue:43723|issue:44556", + "issue:44222|issue:44230", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132" + ], + "prepared_review_unit_hash": "4ea2b67cfdd248ff99fcaf1868e39a59de4d1ec40fe569e32dd20876722d61f1", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but two soft edges look like genuine duplicates: the import-time slowdown reports and the Qwen3.5 MoE tensor-parallel/from_pretrained failure. Most other pairs share only a broad subsystem or symptom class, not the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "issue:41669 is the strongest cluster anchor: it describes a concrete, repo-wide import regression with broad impact and directly matches the import-slowdown symptom in issue:44246.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the most representative and actionable issue in the set, with the broadest user impact and the clearest link to an accepted soft duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different vision bugs: Qwen3-VL 2D box hallucination vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model/loading paths: UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different export failures." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug vs tokenizer loading regression; not the same issue." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state bug vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM while loading a specific model with TP; different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe issue vs missing _tp_plan for tensor parallelism; different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment vs patchtsmixer post_init policy; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time performance regression; 41669 names the likely root cause and 44246 reports the user-facing symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test seeding flakiness vs xdist file race; different CI/test infra problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict loading error vs incorrect visual encoder keys during save_pretrained; different failure points." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading error vs missing vision config field; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad behavior vs Python-version compatibility breakage; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Missing CLIPOutput attentions vs Qwen3.5 flash-attention generation bug; different models and paths." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache/layer no_grad fix vs a broad complaint that many models break; too vague to merge." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE tensor-parallel/from_pretrained failure and could be fixed by one code change." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel _tp_plan omission vs missing deepstack_visual_indexes in vision config; different issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE implementation divergence; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still hitting the network vs AddedToken special-argument conflict; different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness vs stale device override CI failure; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs PPFormulaNet training-loss bug; different models and symptoms." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test determinism issue vs Phi-4 multimodal loading failure; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash vs trust_remote_code cache FileNotFoundError; different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression vs checkpoint reload compatibility after v5 upgrade; related to loading, but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor export vs missing PreTrainedModel export; distinct top-level import problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression vs checkpoint reload failure after upgrade; different symptoms and likely fixes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained/moe bug vs FP8 inference support request for Qwen3-VL/Qwen3.5; not one concrete change." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update no_grad issue vs dummy Conv2d in Sam3PixelDecoder; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs cache FileNotFoundError for trust_remote_code; different failures." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env CLI vs AttentionInterface.register behavior change; different surfaces and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two accepted edges are plausibly same-bug duplicates based on the issue titles, and the rest of the rejections are conservative. No overstatement stands out, and the two accepted pairs look mergeable into single bugfix PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:36296", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44749", + "issue:44861", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:45071|issue:47317", + "issue:42898|issue:46664", + "issue:46143|issue:46144", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:43874|issue:46617", + "issue:30990|issue:31795", + "issue:45850|issue:47110", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:43576|issue:43824", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:36296|issue:43901", + "issue:31795|issue:38617", + "issue:43475|issue:46617", + "issue:44077|issue:44861", + "issue:44351|issue:46617", + "issue:44623|issue:45230", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110" + ], + "prepared_review_unit_hash": "c463b676e7732e96fd3967464640d5c3494505151f6dcf4edf26bbf235e9d018", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bugs, import errors, docs issues, or model-specific regressions. None of the soft pairs are strong enough to treat as the same underlying change/bug, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span many different subsystems and failure modes rather than one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear global best duplicate anchor because the cluster is too mixed and the soft matches are only thematic, not the same concrete problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training/model behavior, but one is a PretrainedConfig type-check regression and the other is a PPFormulaNet training-loss bug; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "One is tokenization-space cleanup behavior in v5; the other is a video processor num_frames semantic issue. Different features." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is missing kwargs forwarding while the other is about attention-interface usage; related area, not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network calls and GLM-5 RoPE implementation are unrelated failures." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file handling and a performance regression after upgrade are different issues." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method causing multimodal token math failure is not the same as a cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading stall in Sentence Transformers is unrelated to docs confusion around input_ids and past_key_values." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad 'v5 breaks many models' complaint does not match a specific special_tokens list/keys AttributeError." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/update helpers, but one is about no_grad decoration for cache updates and the other about sync_gpus ordering in kwargs update." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only API requests and FP8 save_pretrained moe are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve version upgrades and model loading, but one is Qwen3VL MoE loading and the other is generic checkpoint reload breakage." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and AutoProcessor backend-missing error are separate processor problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs and tensor-parallel training are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a nonspecific 'racoon' issue are not the same underlying problem." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A Bart generate() UnboundLocalError and forward-signature documentation confusion are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is a broad v5 regression report and the other is a specific missing _tp_plan tensor-parallel bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is not the same as a DeepSeekV4 weight-conversion question." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken transformers env command and an import error for a missing model class are different failures." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network requests and a generic 'racoon' issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env breakage and type-checking regression do not share a concrete code path." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI/env command issues and a huggingface_hub completion API mismatch are different problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import failure from huggingface_hub and a broken transformers env command are separate regressions." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Model.forward documentation confusion and a missing layer_type_validation import are not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing SAM3 vision encoder attribute and cache-loading FileNotFoundError are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement and _get_tied_weight_keys AttributeError are different model-initialization issues." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are separate import/load problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files is not the same as a placeholder generic bug report." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init and the DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash and the broad 'v5 breaks too many models' complaint are not the same concrete bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing Qwen3_5MoeVisionConfig field and a special_tokens/list.keys error are different model/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 65, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:43352|issue:44961", + "issue:43525|issue:47110", + "issue:44273|issue:45542", + "issue:44961|issue:45468", + "issue:44315|issue:46209", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:43867|issue:47110", + "issue:44466|issue:44556", + "issue:41669|issue:43673", + "issue:44655|issue:44861", + "issue:43572|issue:45850", + "issue:43525|issue:45850", + "issue:44485|issue:46664", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:44295|issue:45230", + "issue:42371|issue:44492", + "issue:44297|issue:45230", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:46018|issue:46172", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43976|issue:46218", + "issue:43298|issue:46095" + ], + "prepared_review_unit_hash": "66d96b628d2b69ef24279e82544cfa96e7e7952861717c232ae464514e856f35", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38745, + "estimated_input_tokens": 9687, + "estimated_eval_tokens": 19630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5-era regression reports, especially config/loading/import/cache issues, but the proposed soft pairs are mostly only superficially similar and do not look like the same underlying bug or change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the best concrete representative of the recurring v5 compatibility/loading regression theme; it describes a specific, reproducible upgrade breakage rather than a vague or model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the strongest triage anchor in this set because it is specific, user-facing, and central to the broader v5 breakage pattern, whereas many other issues are either too generic or unrelated subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache-related terminology, but one is a chunked_prefill generation cache regression and the other is a typo in cache strategy docs/code; different bugs." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs an unrelated placeholder/nonspecific issue; no shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to the other issue." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a special_tokens/list attribute error are different code paths and failure modes." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and a TensorBoard/TensorFlow backend error are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap beyond generic model-issue wording; distinct models and symptoms." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init application and FP8 inference on B200 are separate implementation problems." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both concern vision/video models, but one is about wrong vision_position_ids and the other is about num_frames semantics; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Import/lazy-loading performance and unsafe sys.modules access are related only at a high level, not the same concrete issue." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading failure after sorting vs special_tokens keys error are different failures." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and checkpoint reload incompatibility after v5 upgrade are adjacent but not the same root cause." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * causing slow imports and a missing GenerationMixin cache during chunked_prefill are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight key handling are separate save/load bugs." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is model-specific; 'v5 breaks too many models' is too broad to be the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4 pad_token_id attribute error is a specific config regression, not the generic v5 breakage report." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and SmolVLM video-frame semantics are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision issues, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; different code-path symptoms." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug vs PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility complaints, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2; not the same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer access error vs a placeholder 'Bug report' issue; no evidence they are the same." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to the generic bug report." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage complaint and a CLI incompatibility with huggingface_hub 1.22.0 are different issues." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes and lazy loading not working are related at a broad level, but not the same underlying bug or fix." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a tensor transpose/dtype issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam3 model-type warning and Liger Kernel model_init application are different subsystems." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a broad v5 regression complaint." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * performance regression and a missing Qwen3_5 symbol import error are different import problems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL vision bug do not share a root cause." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation and scheduler kwargs propagation are different APIs and bugs." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import * usage in models and a testing_utils bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both involve imports, but one is import-time package size/performance and the other is a missing HybridCache symbol; different fixes." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env-command breakage and a shell-operator allowlist bypass are different problems, one functional and one security-related." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different features with no shared 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": 28, + "review_unit_index": 66, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45656", + "issue:45850", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:45230|issue:45656", + "issue:43976|issue:47176", + "issue:31795|issue:33453", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44861|issue:47110", + "issue:45468|issue:46894", + "issue:42913|issue:43066", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:31795|issue:37428", + "issue:43576|issue:44273", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:44861|issue:47059", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:44485|issue:45468", + "issue:43606|issue:45468", + "issue:42371|issue:43704", + "issue:43704|issue:44485", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:28348|issue:45250", + "issue:44261|issue:45468", + "issue:45850|issue:46218", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44230|issue:45310", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "00c5c3062dfaa33bcbd2988459ae864c8cf77546667ec872ae65d7197100b811", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 40986, + "estimated_input_tokens": 10247, + "estimated_eval_tokens": 20750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose mix of unrelated issue reports. The only plausible umbrella representative is the broad v5 regression report; the rest are too model-, subsystem-, or symptom-specific to serve as duplicates of one another.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models') and can represent the general v5 regression theme better than the highly specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best fits as the cluster representative because it captures the widest shared concern across several v5-related breakages, while the other issues are mostly isolated model- or component-specific defects.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "A generic bug report versus a specific DeepSpeed optimizer-step duplication bug; no same code path." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version compatibility problem versus a shell-command allowlist bypass security issue; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward inputs/past_key_values versus a tokenizer loading regression; different issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs: timestamp calculation in Qwen3VL versus video padding calculation in SmolVLM." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init versus flash_attention_3 causing degenerate training; not the same change or failure mode." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights key handling crash versus special_tokens list handling; different objects and code paths." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding bug versus CohereASR training-loss double-shift bug; unrelated model logic." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but one is a broad v4/v5 difference report and the other is a specific decoder-type issue; not enough evidence of the same bug." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation bug versus shell command substitution allowlist bypass; entirely different subsystems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation detail versus Gemma audio positional encoding; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python compatibility bug versus tar/zip-slip arbitrary file write security issue; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in a processor versus GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Model.forward docs confusion versus an ImportError around flash-attention support; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command versus lazy loading malfunction; only broad v5-adjacent similarity, not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "Model RoPE implementation bug versus tar/zip-slip security flaw; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure versus inverse_sqrt scheduler kwargs handling; different features." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug versus scheduler kwargs bug; no overlap in code path." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Weight-key crash versus CLI failure from huggingface_hub API change; different failures." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup versus VRAM leak in Qwen3ForCausalLM; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken transformers env command versus module import failure for Qwen3_5ForCausalLM; different surfaces." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation versus Gemma audio positional encoding; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch versus Gemma audio positional encoding; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings versus VRAM leak across dataloader threads; different concerns." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded use versus GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad model-breakage regression versus a tar/zip-slip security issue; not the same underlying change." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 regression umbrella versus command-substitution allowlist bypass; different security/functionality areas." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Nemotron Flash Attention support gap versus tar/zip-slip security flaw; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Accidental network requests with local_files_only versus incorrect timestamp computation; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug versus missing files on processor.save_pretrained; different parts of the API." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic topic stub; insufficient evidence they are the same concrete fix." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue versus Gemma audio positional encoding; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint versus a specific Qwen3_5 import failure; different concrete problems." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in model threading versus a testing_utils bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support missing for Nemotron versus Qwen3_5 import failure; different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure versus Qwen3_5 module import failure; both are import errors but not the same missing symbol or module." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights-key crash versus chat template/tool-call crash; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request versus missing processor save files; different feature areas." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0-related, but they target different models and different support gaps; not the same concrete bug/change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler behavior bug versus an unrelated placeholder issue title; no relation." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Placeholder issue title versus tar/zip-slip security bug; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Placeholder issue title versus command-substitution allowlist bypass; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request versus from_pretrained error for Qwen3.5 MoE; different topics." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies versus unrelated placeholder issue; no overlap." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression versus unrelated placeholder issue; not duplicate." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading versus ImportError for layer_type_validation; different symptoms and fixes." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug versus slow from_pretrained loading; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models versus FP8 inference support request; different model/runtime concerns." + } + ] + }, + "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": 28, + "review_unit_index": 67, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-541", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "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:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "8674b3e22b599e39724e67ae51d6af6dd0a1f2b1dfcb42c464da7486a057fa05", + "component_budget": { + "node_count": 541, + "item_count": 541, + "soft_pair_count": 2001, + "serialized_chars": 1036466, + "estimated_input_tokens": 259117, + "estimated_eval_tokens": 518490 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 15, + "serialized_chars": 11767, + "estimated_input_tokens": 2942, + "estimated_eval_tokens": 6140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span unrelated topics like MLflow reporting, checkpoint loading, docs wording, tensor-parallel training, tokenizer warnings, config typing, and model-specific implementation details.", + "confidence": 0.97, + "canonical_issue_reason": "No strong canonical issue: the set is too heterogeneous to represent one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative; issue 43240 is the broadest/general bug report, but it still does not match the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different problems: MLflow failure reporting vs slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint-loading performance and tensor-parallel training are separate code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowdown is unrelated to documentation confusion about forward inputs." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init weight behavior is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint issue in ModernBERT is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention loss-related behavior, but one is ignore_value usage in Mask2Former and the other is kwargs propagation to loss; different fixes." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention-interface behavior are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling is unrelated to tokenizer regex warning noise." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Ignore_value handling in Mask2Former does not match RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug and a quantization-typo issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization-operation typo are different concerns." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding bug is unrelated to a ModernBERT config type-hint typo." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 RMS-norm question and ModernBERT norm_eps typing are separate model/config issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to ModernBERT config typing." + } + ] + }, + "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": 28, + "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-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": "861233ec7ea47dfb22776f2e115d8f3c3bcbb133454efea3476f54e4113fdb57", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are about different topics: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not look like duplicates, so no canonical issue emerges from this cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and descriptions point to unrelated feature requests/questions in different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 11307 is the most concrete and discussion-heavy of the three, but it is still unrelated to the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different requests: tokenizer truncation direction vs Wav2Vec2 word boundary offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Different topics: truncation option vs a ReduceLROnPlateau-like scheduler feature." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated feature requests in separate areas: LR scheduling vs speech model time 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": 28, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "2d3c9ffb90e1ea1404005ebf957c1534c918d2792c92472cd0cb10f2295f836c", + "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 look like three separate issues rather than one duplicate cluster: one tokenizer mismatch report, one private-model login/error-message report, and one generic model-loading failure for a public model. The only somewhat related pair is the two loading issues, but they describe different failure modes and targets.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 16618 is the broadest and most central user-facing failure in the set: the model cannot be loaded. It is more likely to represent the main problem than the narrower error-message complaint in 15980, while 13244 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best representative because it captures the core symptom of a load failure rather than a secondary wording problem, and it is the most generally actionable of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenizer mismatch vs model loading failure are different code paths and different symptoms; not the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading, but 15980 is specifically about a bad login/private-model error message, while 16618 is a generic inability to load bert-base-uncased; they do not clearly describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 28, + "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-19631-8", + "nodes": [ + "issue:19631", + "issue:19865", + "issue:20334", + "issue:20362", + "issue:22352", + "issue:22372", + "issue:25725", + "issue:25839" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362", + "issue:19865|issue:25725", + "issue:19865|issue:22372", + "issue:20334|issue:22352", + "issue:20334|issue:20362", + "issue:20334|issue:25725", + "issue:20362|issue:25839", + "issue:20362|issue:25725", + "issue:22352|issue:25725", + "issue:22372|issue:25725" + ], + "prepared_review_unit_hash": "f50041117775e9f2a230d3563d270debb69c9416c827f615484d75fc09031d71", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8196, + "estimated_input_tokens": 2049, + "estimated_eval_tokens": 4354 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8196, + "estimated_input_tokens": 2049, + "estimated_eval_tokens": 4354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate issues; they are separate feature requests for different models/tasks (super-resolution, audio/video-text, content modeling, finetuning, etc.). The soft similarities are mostly generic \"add model\" wording rather than the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Both are model-addition requests, but EDSR/MDSR and Restormer are different image restoration architectures and distinct feature work." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR (super-resolution) and FlexiBERT are unrelated model requests with different domains and code paths." + }, + { + "left": "issue:19865", + "right": "issue:25725", + "accept": false, + "reason": "VATT and Meta-Transformer are different models for different purposes; this is only broad NLP/multimodal similarity." + }, + { + "left": "issue:19865", + "right": "issue:22372", + "accept": false, + "reason": "VATT is a multimodal model request, while Restormer is an image restoration model request." + }, + { + "left": "issue:20334", + "right": "issue:22352", + "accept": false, + "reason": "longformer_content and XVector finetuning are different tasks; one is a model/content request, the other is a finetuning workflow." + }, + { + "left": "issue:20334", + "right": "issue:20362", + "accept": false, + "reason": "Longformer content and FlexiBERT are separate model additions, not the same underlying change." + }, + { + "left": "issue:20334", + "right": "issue:25725", + "accept": false, + "reason": "These mention different model families and likely different implementation work; similarity is too generic." + }, + { + "left": "issue:20362", + "right": "issue:25839", + "accept": false, + "reason": "FlexiBERT and D_Nikud are distinct model requests with no evidence they target the same feature." + }, + { + "left": "issue:20362", + "right": "issue:25725", + "accept": false, + "reason": "FlexiBERT and Meta-Transformer are different architectures; not the same concrete change." + }, + { + "left": "issue:22352", + "right": "issue:25725", + "accept": false, + "reason": "XVector finetuning and Meta-Transformer are unrelated requests; one is a workflow, the other a model add." + }, + { + "left": "issue:22372", + "right": "issue:25725", + "accept": false, + "reason": "Restormer and Meta-Transformer are different model additions for different domains, so they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 28, + "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-26350-16", + "nodes": [ + "issue:26350", + "issue:26794", + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:33260", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299", + "issue:47402" + ], + "soft_pairs": [ + "issue:26350|issue:33260", + "issue:26794|issue:44370", + "issue:26794|issue:44365", + "issue:26794|issue:47402", + "issue:26794|issue:43834", + "issue:26794|issue:47299", + "issue:26794|issue:27088", + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:47402", + "issue:27088|issue:43834", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:27088|issue:30191", + "issue:26794|issue:30191", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:26794|issue:30240", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:47402", + "issue:30240|issue:43834", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:47402", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47402", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:47402", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44370|issue:47402", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:46222|issue:47402", + "issue:43834|issue:46222", + "issue:46226|issue:47402", + "issue:46226|issue:46931", + "issue:44370|issue:46931", + "issue:44365|issue:46931", + "issue:43834|issue:46931", + "issue:46931|issue:47402", + "issue:47299|issue:47402", + "issue:46226|issue:47299" + ], + "prepared_review_unit_hash": "536b4f6c39dd90aeecbd39bde080874fb6befa48b6fde4ae7a94f68b139d4710", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is noisy: it mixes two unrelated feature requests (Flash Attention 2 vs GGUF support) with a large set of i18n translation requests that mostly share template boilerplate but target different languages. I do not see any true duplicate pair here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest generic i18n template among the translation items, but it only represents that subcluster and is not a true duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support." + }, + { + "left": "issue:26794", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-template issues, but they refer to different language requests, not the same change." + }, + { + "left": "issue:26794", + "right": "issue:44365", + "accept": false, + "reason": "Same template, but different language-target translation request; not a duplicate underlying task." + }, + { + "left": "issue:26794", + "right": "issue:47402", + "accept": false, + "reason": "Shared i18n boilerplate is not enough; this is a distinct translation request." + }, + { + "left": "issue:26794", + "right": "issue:43834", + "accept": false, + "reason": "Different language translation requests despite similar template wording." + }, + { + "left": "issue:26794", + "right": "issue:47299", + "accept": false, + "reason": "The titles/body pattern is similar, but the request is not clearly the same translation work." + }, + { + "left": "issue:26794", + "right": "issue:27088", + "accept": false, + "reason": "Different target languages (Kannada vs Turkish); not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Similar translation template, but not the same locale/request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation target; template similarity alone is not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "No evidence these describe the same language translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Both are i18n-style issues, but they are distinct translation requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Both are docs translation issues, but for different languages and not the same change." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish docs translation vs Spanish docs translation are separate tasks." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Same broad i18n category, but different translation request." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish vs Polish translation requests are unrelated duplicates." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation tasks; no shared underlying fix/change." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish docs translation and Persian docs translation are distinct." + }, + { + "left": "issue:26794", + "right": "issue:30191", + "accept": false, + "reason": "Kannada translation request is separate from Persian translation request." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian vs Polish translation requests are not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish and Persian translation requests are different work items." + }, + { + "left": "issue:26794", + "right": "issue:30240", + "accept": false, + "reason": "Kannada and Polish translation requests are distinct issues." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Same docs-translation template, but different target language/request." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Polish translation request is not the same as the other translation issue." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Different translation locale; no concrete duplicate evidence." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Different translation requests despite similar template text." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is separate from the other language request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different target language; not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Template similarity only; the translation task is distinct." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian docs translation is not a duplicate of a generic translation template issue." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Different translation request; no evidence of the same locale or fix." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are separate translation requests, not one concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Same i18n boilerplate, but not the same language translation task." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": false, + "reason": "No match on concrete translation target; similarity is only template-level." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "The wording is similar, but the issue content does not show the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "These are not clearly the same translation request; template overlap only." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "High textual similarity, but still appears to be separate language translation requests." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": false, + "reason": "Different translation task; not enough evidence for a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "No clear same-language/same-change match." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Distinct translation issue; similarity is boilerplate-driven." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": false, + "reason": "These look like separate locale-specific translation requests." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "No evidence these are the same underlying translation task." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity is not enough to merge these as duplicates." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "The titles differ substantially and do not clearly describe the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue text and no concrete indication of the same translation change." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "These do not look like the same underlying bug or change." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "No reliable evidence that these are duplicate translation requests." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "The overlap is superficial; the requests are not clearly the same." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different text and no concrete duplicate signal." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "These appear to be separate issues, not one merged request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "No clear same-language or same-task match." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Similarity is boilerplate-level only; reject as duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic template similarity does not establish the same underlying issue." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "These titles do not indicate the same translation change." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "Shared i18n-style wording, but not the same concrete request." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different content and no strong evidence of duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 28, + "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-30396-2", + "nodes": [ + "issue:30396", + "issue:31103" + ], + "soft_pairs": [ + "issue:30396|issue:31103" + ], + "prepared_review_unit_hash": "8b0009c33a3bf43b9297ec57d034b0c5990435c4aa9a59642b95480e92c1eda6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1539, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are feature-request issues about HelpingAI additions, but they do not clearly describe the same concrete change: one requests a specific model release, the other asks to add a HelpingAIForCausalLM class. They are related, but not duplicates with enough certainty.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 30396 is the more specific and descriptive request, so it best serves as the representative issue if these were to be grouped.", + "canonical_pr_reason": null, + "best_issue_reason": "30396 has the clearest concrete scope and naming; 31103 reads like a follow-up or variant request rather than the same exact change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30396", + "right": "issue:31103", + "accept": false, + "reason": "Related HelpingAI feature requests, but they target different additions and do not clearly represent the same underlying bug or code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 28, + "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-36718-23", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:40330", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:40330|issue:42503", + "issue:40330|issue:43671", + "issue:40330|issue:42954", + "issue:40330|issue:46653", + "issue:40330|issue:42738", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:42954|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "865a0ee663b8b742263259d08485cb4fe8d652d630d239bf0d8d05467b1b1527", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33616, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33616, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose set of model-request issues with overlapping wording (\u201cAdd\u201d, \u201csupport\u201d, \u201cmodel\u201d) but different concrete models and tasks. I don\u2019t see any soft pair that is the same underlying change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated requests across keypoint matching, vision-language models, audio ASR/TTS, OCR, and BERT-style configs, so there isn\u2019t one duplicate thread to anchor on.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:36879 is a decent hub because it is a concrete model-add request with multiple soft links, but it is not a true cluster-wide canonical since the items are heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Different models and scope: RoMa matcher vs LoMa detector+matcher." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different tasks/models: keypoint matching vs MiniCPM3 architecture support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Config entry for EuroBert is unrelated to adding DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are different model changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model families: EuroBert vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config request is unrelated to XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are model additions, but RF-DETR and DEIMv2 are distinct architectures and code paths." + }, + { + "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 vs weight-sparse transformer are different model features." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detector and Qwen3-ASR are unrelated models/tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection vs Qwen3-TTS support are different concrete requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model addition vs sparse-transformer request are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT addition is not the same as adding LLMDet." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model requests with different implementations." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support is unrelated to MiniCPM3 architecture support." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are different models and code paths." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet vs Qwen3-TTS are unrelated model-support requests." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet model support is not the same as ModernVBERT models." + }, + { + "left": "issue:40330", + "right": "issue:42503", + "accept": false, + "reason": "open-qwen2vl-base and ModernVBERT are different vision-language models." + }, + { + "left": "issue:40330", + "right": "issue:43671", + "accept": false, + "reason": "Qwen2-VL base model request vs Qwen3-TTS support are unrelated." + }, + { + "left": "issue:40330", + "right": "issue:42954", + "accept": false, + "reason": "open-qwen2vl-base is unrelated to XiaoMi MiMo." + }, + { + "left": "issue:40330", + "right": "issue:46653", + "accept": false, + "reason": "A model request and a person-named issue are not the same underlying change." + }, + { + "left": "issue:40330", + "right": "issue:42738", + "accept": false, + "reason": "Qwen2-VL base model and BERT-like RoPE support are different requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture support is not the same as ModernVBERT models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 addition vs Qwen3-TTS support are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-family additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS target different model families/tasks." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model support and generic RoPE support are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support is unrelated to XiaoMi MiMo." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE-enabled BERT-like models and a person-named issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet support is unrelated to XiaoMi MiMo." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo model support is unrelated to Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are distinct model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Both are Qwen3-related, but TTS and ASR are different concrete model capabilities." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models, not one shared fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support vs DeepSeek-OCR2 are unrelated model changes." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and weight-sparse transformer are different code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio-model support vs SAM3-LiteText are different requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request is unrelated to EUPE." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS are different models." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT addition is unrelated to Voxtral TTS support." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet support is not the same as Voxtral TTS." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different tasks/models." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language-ish, but they are distinct model requests with different implementations." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo model support and a person-named issue are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a person-named issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-named issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 28, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "2d22ddf26dbedaf629bd5ca0365faa6edf74615790897a3a4b00d98a5c04d4a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests documentation for the Pruna optimization framework, the other is a vision RoPE refactor. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "[DOCS] Add `pruna` as optimization framework", + "right": "Vision RoPE refactor", + "accept": false, + "reason": "Different subject areas and different change types: a docs request about an optimization framework versus a model architecture refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 28, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "14565ca5f4a770d9f65b196fffebfc2ee2493c28b408a00e3508bd5edcaabaa1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics: block decoding versus DeepSeek v3.2 support. They should not be treated as duplicates or clustered together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: one concerns block decoding, the other asks for DeepSeek v3.2 support. No clear same-bug/same-change overlap." + } + ] + }, + "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": 28, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "f2d9799e20530254e70c778ca78127239775e88a3f1e3568a50aa31ecf9293f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both optimization-related feature requests, but they target different model components and different implementations: one is about enabling TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy in from_pretrained(), while the other requests integrating TiledMLP for lower memory use. They are not the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 41306 is more specific and actionable: it names the exact feature flag/path (`from_pretrained()`), the exact component (TiledFusedLogitsLoss / FLCE), and likely a concrete integration point.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the better canonical issue because it is narrower and more clearly tied to a single code path, making it easier to track and implement independently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Both are memory/performance oriented, but they concern different modules and different changes. There is no indication they are the same bug or that one PR could plausibly fix both." + } + ] + }, + "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": 28, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "a512a54ec062b5d68e2837a17c937bb50203437c2d9ebdefae5a40840ee129a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not about the same underlying problem: one is about `remove_unused_column` behavior in `Trainer`, while the other is about FLOPS estimation for custom trainers. They may both involve Trainer internals, but the concrete bugs/feature requests differ.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue for this pair; if forced to pick an anchor, issue #43598 is the more specific Trainer-behavior request, but it does not subsume #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different concrete concerns: `remove_unused_column` customizability vs FLOPS estimation for custom trainers. Same subsystem, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 28, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "18c6c821cbe25340ca1da48e5b52132103a664319931d8dfe4ab005fe6df21de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Qwen model support, but they target different integration gaps: one is general AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other is AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational request and is the better cluster representative if one must be chosen; it concerns model registration in core AutoModel APIs rather than a single task head.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best representative issue because it is the most general API-registration request in the set and is cleaner as a cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different concrete requests: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They involve different model families and different API heads, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "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-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": "343c485be380cd0231a41ff11fe44059e7af1980e8fc0996dd475c5f9d010df2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same very generic title \"huggingface\" and likely belong together, but the available evidence is too thin to safely collapse any pair as definite duplicates. The \"Fett\" issue looks unrelated.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports, so it is the best canonical placeholder if these are later confirmed duplicates. Issue 43835 has a different title and does not fit the same topic.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest representative in this set: earliest creation time among the matching titles and no competing detail suggesting another issue is more informative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body details tying them to the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles; insufficient evidence they describe the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical generic title, but no description or target details to confirm the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title only; body evidence is too sparse to safely mark as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title only; cannot verify a shared underlying issue from the available data." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 28, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "913cc16d6e9f6518de7d744a2dfa129bfd8952edc7ec01f44477317d6c0a2db0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal/spam-like issues with only superficial title similarity; there is no clear true duplicate set to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If a canonical issue must be chosen, 44371 is the earliest exact-match '' placeholder among the repeated spam-like reports, but the cluster does not form a coherent duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the best representative only in the narrow sense that it is an exact-title duplicate of the other '' issues and is the earliest of that subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but no body details, targets, or evidence that they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam title alone is not enough; these look like separate low-effort reports rather than one bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a generic documentation suggestion; no shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Different titles and no supporting details tying them to the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; only weak keyword similarity is present." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond both being low-information issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled '', but there is no evidence they refer to the same report or code path." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Different titles and no shared issue specifics." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No substantive evidence of a shared bug or request." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a community benchmark tip are not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles and apparent intents differ completely." + } + ] + }, + "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": 28, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "f0f6d761e0d558eeed5ffb996eace7f0f2c03d2396c4ee66e758cb5b473afd00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The earlier issue, 45145, remains the best canonical record, but the pair should not be treated as a confirmed duplicate on the evidence shown. The only signal is title/text similarity, so this is at most a soft match.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45145 is earlier and already has inbound reference activity, so it is the better canonical issue to retain.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the strongest issue for the cluster because it is the earliest established report and already has reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and moderate text overlap suggest possible duplication, but there are no explicit links, shared targets, or other deterministic signals. The evidence supports only a likely-duplicate/soft similarity judgment, not a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded, but the duplicate verdict is a bit too strong for the evidence shown. The packet only supports a soft similarity match: same title and moderate text similarity (jaccard ~0.63), with no explicit links or stronger deterministic signal. Saying the bodies are \"very similar\" and treating them as definitively duplicate overstates the evidence. A more conservative verdict would be \"likely duplicate\" or rejected pending stronger corroboration." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "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": 17, + "component_count": 28, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "685bb86d624037361765868076b3dad96606ae4c5feac960b2b4fbfab687d9d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are just separate person-name/date entries with no shared subject matter or actionable bug report, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates only; no indication they describe the same bug, request, or target." + } + ] + }, + "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": 28, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "07db7ef5493b6a394b8ca9808ba52b24f22511e5bdac1077da824ed2088567e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date posts with no shared topic, code path, or explicit linkage, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: neither item appears to be a duplicate of the other; they are separate, unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical choice because they do not describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are unrelated and there is no evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 28, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "50e8aa324aa74032ef05ccb5c03b39a16fd4bd0c4edfb458c14117356406dfa4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model, the other asks for FP8 training support. They do not describe the same underlying 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:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: model-classification support vs FP8 training support. No shared code path or concrete duplicate target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "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-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": "3d60bbe35b0ca2da76463ce9c9376b4ca025cebf549f9805e2ffbeb9ce3c327b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related and should stay separate. There is no strong evidence for one canonical issue across the full cluster, so the safe triage is two duplicate pairs rather than one merged group.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single best global representative is supported for the whole cluster; the evidence points to two separate exact-duplicate pairs, with 45869 as a distinct related item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial/data theme, but the dataset bundle request is a different artifact and scope than the example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; the dataset listing is not the same underlying issue as the example proposal." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and same apparent example request; these are duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge, but one is an example request and the other is a scraping-service/time-series request; different underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different requested feature and scope; not the same change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as the 45870/45872 comparison: related domain, but distinct request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related only by product area; the requested functionality differs." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same apparent feature request; these are duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair summary is mostly grounded, but the analyst overstates evidence in the representative/canonical reasons. The packet does not support claims like 45872 having the \u2018fuller title/body\u2019 or being the \u2018clearest, most specific scope,\u2019 and the choice of 45872 as the best global representative is not evidenced. The soft-edge verdicts for 45870/45871 and 45872/45873 are plausible, but the unsupported canonicalization makes the overall result too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "21f66fb1fa68c0e17dea6ce0b8ee7fd15315eb93a1ab19a6fa027d816fd45e4a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues are about static-cache handling around `linear_attention`, but they describe different failure modes and one is model-specific, so I would not merge them as duplicates with high confidence.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 46439 is the broader, more root-cause-oriented report: it describes static-cache `early_initialization` corrupting linear-attention layers, which can plausibly explain downstream crashes in specific models.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the best representative issue because it frames the bug at the mechanism level rather than a single model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They share the static-cache/linear-attention theme, but the reported symptoms differ materially: wrong shapes leading to `RuntimeError` versus a `KeyError: 'linear_attention'` in Qwen3.5. That is not enough evidence that they are 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": 22, + "component_count": 28, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "591e74aa7fb01f9d8fd23bb9ca239dd8d71a5c63ff91ee10ec490be63f57bc9a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two items are near-exact duplicates: same title, same underlying Wav2Vec2CTCTokenizer v5 special-token bug, and no distinguishing evidence. They should be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it has more inbound references and slightly more discussion activity, suggesting it is the more visible/original thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 best represents the duplicate cluster since it appears to have more traction and likely already serves as the main discussion point for this bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and same described tokenizer bug; clearly the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: the two issues have identical titles, identical body length, and very similar activity, with issue:46552 having more inbound references/discussion, so the canonical choice is adequately supported. The soft-edge duplicate verdict is also well supported by the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "925c04de4bfa4f1bc79c9a1b39b1d0c69b051a5bc0007ccce5db129abd5eec73", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about object detection training, but they describe different failure modes: one is a tensor size mismatch error, the other is GPU memory exhaustion after several epochs. They do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46657 is the better anchor because it describes a concrete, reproducible training error with a clear symptom; #46692 appears to be a different runtime failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the strongest issue to keep as the representative item since it is more specific and actionable, while #46692 is a separate OOM report rather than the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor shape mismatch vs out-of-memory during later training epochs. Same broad training area, 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": 24, + "component_count": 28, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "709ad9b8d791283115df1c04159dd3827eb525f5c361a08ae6fcdabe7a5ea98c", + "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 two issues describe different bugs: one is a ZeRO-3 partitioning/OOM problem during multi-GPU load of a composite model submodule, and the other is a 4-bit + device_map='auto' dispatch error where max_memory is ignored and modules are sent to CPU. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative issue must be chosen, 46822 is the more specific and actionable report, and it is still open; 46823 is a separate, already-closed 4-bit dispatch bug.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the better cluster representative because it describes a concrete ZeRO-3 failure mode in detail and is the more active open report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying problems and code paths: ZeRO-3 composite submodule partitioning/OOM vs 4-bit auto device_map respecting max_memory. Same broad model-loading area, 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": 25, + "component_count": 28, + "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-46906-23", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377", + "issue:47390", + "issue:47406", + "issue:47419", + "issue:47442" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:47037|issue:47049", + "issue:46948|issue:46998", + "issue:47049|issue:47053", + "issue:46998|issue:47049", + "issue:46969|issue:46985", + "issue:46940|issue:46998", + "issue:46985|issue:47049", + "issue:47049|issue:47091", + "issue:46998|issue:47037", + "issue:46985|issue:47037", + "issue:46969|issue:47037", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:46969|issue:47091", + "issue:47053|issue:47091", + "issue:47091|issue:47102", + "issue:46998|issue:47053", + "issue:47053|issue:47102", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47091", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47377", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47182|issue:47256", + "issue:47120|issue:47256", + "issue:47309|issue:47377", + "issue:47102|issue:47256", + "issue:47182|issue:47265", + "issue:47120|issue:47182", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47182|issue:47309", + "issue:47227|issue:47279", + "issue:47309|issue:47419", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47419|issue:47442", + "issue:47377|issue:47419", + "issue:47377|issue:47442", + "issue:47279|issue:47419", + "issue:47406|issue:47419", + "issue:47279|issue:47442", + "issue:47227|issue:47442", + "issue:47390|issue:47419", + "issue:47390|issue:47406", + "issue:47390|issue:47442", + "issue:47406|issue:47442", + "issue:47377|issue:47406", + "issue:47279|issue:47406" + ], + "prepared_review_unit_hash": "4b59eb43eb285ba41f3cd1663ae75d1081a71737a612cd763ea23ba826e0c679", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 74, + "serialized_chars": 39466, + "estimated_input_tokens": 9867, + "estimated_eval_tokens": 19990 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 72, + "serialized_chars": 34132, + "estimated_input_tokens": 8533, + "estimated_eval_tokens": 17322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a sequence of dated \u001b[serge] integration failure triage\u001b[0m issues with highly similar templates, but they appear to be separate daily trackers rather than true duplicates of one underlying bug. The latest open issue is the best live representative, but I did not accept any soft duplicate edges.", + "confidence": 0.87, + "canonical_issue_reason": "47442 is the latest open triage issue and has strong inbound activity, so it is the best single live tracker if this series must be consolidated.", + "canonical_pr_reason": null, + "best_issue_reason": "47442 is the most current and actionable issue in the series; it best represents the ongoing triage thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same dated triage template, but no evidence they describe the same failure; likely separate daily reports." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "High textual similarity from the recurring template, but these look like different daily triage entries." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Template overlap only; no concrete sign of a shared underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These are date-stamped triage issues, not clearly the same incident." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Similar boilerplate, but the dated triage reports likely correspond to different runs/failures." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Recurring daily triage template only; insufficient evidence of the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Looks like consecutive triage reports, not a duplicated issue." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "No concrete evidence beyond shared template text." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dated triage tickets; similarity is procedural, not bug-specific." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These appear to be separate daily integration failure reports." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent triage issues, but no clear shared failure signature is visible." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "The overlap is mostly the repeated triage template, not a proven duplicate bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same series pattern, but not enough evidence they track the same underlying failure." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Likely separate daily triage entries with similar wording." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "No concrete duplicate evidence beyond the shared title pattern." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Date-stamped reports from different days; treat as distinct unless failure details match." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Looks like recurring triage boilerplate, not the same underlying issue." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Adjacent daily reports; no proof of a single shared bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "High similarity from the template, but not enough to merge as duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Separate triage runs for different dates; same subsystem mention is not enough." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "These read as daily status issues, not duplicate bug reports." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage format, but no evidence of the same failure condition." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Likely different daily reports, despite near-identical titles." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Template similarity only; no concrete shared bug indication." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These are separate daily triage issues, not clearly the same incident." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Consecutive triage entries, but the title similarity is boilerplate-driven." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "No evidence they target the same code-path problem." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Shared template only; do not merge without explicit matching failure details." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different dated tracker issues, likely separate integration failures." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Similarity comes from the repeated triage form, not a confirmed duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No shared concrete failure is evident from the metadata provided." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Date-sequenced triage reports; insufficient evidence of one underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These look like separate daily integration failure triage tickets." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same repetitive triage title pattern, but not the same issue." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Even with very high textual similarity, these are still date-specific triage issues without shared failure evidence." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Daily triage entries; no concrete proof of a single duplicate bug." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Looks like consecutive report templates, not one merged incident." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Same recurring integration-triage series, but not clearly the same underlying failure." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "No explicit linkage or failure signature showing a duplicate." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "These appear to be separate daily tracker issues with shared boilerplate." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "High similarity is explained by the repeated template, not a shared bug." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Consecutive triage reports, but not enough to treat as duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Likely different daily integration failure snapshots." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Date-stamped triage issues; do not merge on title similarity alone." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same series format, but no evidence of the same underlying problem." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "These look like separate daily triage tickets, not duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Title/body template overlap only; no concrete shared failure details." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Not enough evidence that they describe the same code-path issue." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Recurring triage boilerplate does not establish a duplicate." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Different daily reports; similarity is procedural." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "No explicit issue target or failure signature tying them together." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Looks like separate daily integration-failure triage entries." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same subsystem and title pattern, but not the same underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Highly similar template, but distinct dated tracker issues." + }, + { + "left": "issue:47309", + "right": "issue:47419", + "accept": false, + "reason": "These are daily triage reports; no evidence they should be merged as duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "No concrete duplicate signal beyond the shared triage wording." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Separate reports from different dates; not the same bug by available evidence." + }, + { + "left": "issue:47419", + "right": "issue:47442", + "accept": false, + "reason": "Both are date-specific triage issues, and the metadata does not show a single shared failure." + }, + { + "left": "issue:47377", + "right": "issue:47419", + "accept": false, + "reason": "Similarity is caused by the recurring template, not a confirmed duplicate." + }, + { + "left": "issue:47377", + "right": "issue:47442", + "accept": false, + "reason": "No concrete evidence of the same underlying integration failure." + }, + { + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Different daily triage entries; do not collapse without matching failure details." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Title similarity alone is not enough to mark these as duplicates." + }, + { + "left": "issue:47279", + "right": "issue:47442", + "accept": false, + "reason": "These appear to be separate dated trackers in the same series." + }, + { + "left": "issue:47227", + "right": "issue:47442", + "accept": false, + "reason": "No evidence of the same concrete bug or change." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "Recurring daily triage pattern only; no duplicate proof." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "These look like adjacent daily reports, not one merged issue." + }, + { + "left": "issue:47390", + "right": "issue:47442", + "accept": false, + "reason": "Same triage template, but not the same underlying incident." + }, + { + "left": "issue:47406", + "right": "issue:47442", + "accept": false, + "reason": "No shared explicit target or concrete failure signature." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "Date-stamped triage tickets; similarity is boilerplate-driven." + }, + { + "left": "issue:47279", + "right": "issue:47406", + "accept": false, + "reason": "Not enough evidence they refer to 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": 25, + "component_count": 28, + "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-46906-23", + "nodes": [ + "issue:47227", + "issue:47377", + "issue:47390" + ], + "soft_pairs": [ + "issue:47377|issue:47390", + "issue:47227|issue:47390" + ], + "prepared_review_unit_hash": "21611e5ea3577015ff560c3c1ddc962066c2ba9366d0307ec5a7ce5101f4a052", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 74, + "serialized_chars": 39466, + "estimated_input_tokens": 9867, + "estimated_eval_tokens": 19990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2318, + "estimated_input_tokens": 580, + "estimated_eval_tokens": 1416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All three items are recurring Serge integration-failure triage reports with the same template but different dates, so they should be kept separate rather than deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate issue here: each ticket is a distinct dated triage report ([serge] integration failure triage - 2026-07-09/16/17) rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47377 is the best representative only as a midpoint triage report with the highest inbound references, but it is still not a canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Same triage template and subsystem, but different dates and different triage instances; not the same underlying issue." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "These are separate dated integration-failure triage reports, not one bug report duplicated across time." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "0e1b80a42ec263481e488aa24278cc0a18d630be00eb530c4761d270f0883c44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are a strong dedupe candidate for the same request: identical title, very high textual similarity, and no conflicting metadata. #46984 looks like the better canonical thread because it has slightly more discussion activity.", + "confidence": 0.96, + "canonical_issue_reason": "#46984 is the better canonical issue because it appears to be the more active discussion thread for the same RWKV7 model support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46984 is the best overall issue candidate for deduping since it matches the same request exactly and seems to be the richer thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and very high similarity strongly indicate the same underlying feature request for RWKV7 support." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two closed issues have identical titles and very high similarity, so they are plausible duplicates of the same feature request. However, the summary overstates the evidence by calling them a \"duplicate report\" and \"the same duplicate report\"; the packet does not show explicit duplicate metadata or linkage. The soft-edge acceptance is mostly conservative, but the canonical/duplicate phrasing should be toned down to \"likely same request\" or \"strong dedupe candidate.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "52500bc14aaec3cdb92963f11076f8d8a9f4e70ea4d40870317301080b8d310f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues are closed and discuss AI-driven cybersecurity/vulnerability discovery at a high level, but they read like separate article/topic submissions rather than the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "None of the issues clearly represents a duplicate of the other; they overlap only in broad subject matter, not in a specific actionable defect or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 has the cleaner, more general title and is slightly better as the representative of the broad topic, but it is not a strong duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad AI/cybersecurity theme, but the titles and descriptions suggest different writeups/topics rather than the same concrete bug, feature, or code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "c40b8aa194c581ecb9d40d936d6ad74df3232ad773549fdc5dce43cc5f038502", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are effectively duplicates: same title, same apparent description, and no distinguishing metadata beyond minor reference counts. Keep the earlier, more-referenced issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #47138 is slightly better to keep as canonical because it was created first and has more inbound references, while #47139 appears to be the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the best representative for this duplicate cluster: earliest created, same title/body, and marginally higher inbound attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and likely same underlying bug report; no evidence of a distinct issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet shows identical titles, identical body length, very close creation times, and a soft-similarity signal of 1.0, which supports treating them as duplicates. The canonical choice of the earlier issue with slightly more inbound references is also conservative. If anything, wording like \"same title/body\" should be read as \"likely same report,\" but that does not rise to a rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-83", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46957", + "pull_request:46958", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47090", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47294", + "pull_request:47301", + "pull_request:47336", + "pull_request:47357", + "pull_request:47360", + "pull_request:47374", + "pull_request:47384", + "pull_request:47395", + "pull_request:47422", + "pull_request:47446", + "pull_request:47447", + "pull_request:47449", + "pull_request:47450" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:47090|pull_request:47395", + "pull_request:46903|pull_request:46958", + "pull_request:46903|pull_request:47395", + "pull_request:47268|pull_request:47284", + "pull_request:47173|pull_request:47284", + "pull_request:47284|pull_request:47449", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47105|pull_request:47129", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47301|pull_request:47360", + "pull_request:47360|pull_request:47450", + "pull_request:47360|pull_request:47447", + "pull_request:47384|pull_request:47447", + "pull_request:44775|pull_request:47275", + "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", + "pull_request:47077|pull_request:47275", + "pull_request:47336|pull_request:47446", + "pull_request:47294|pull_request:47450", + "pull_request:47275|pull_request:47301", + "pull_request:47422|pull_request:47446", + "pull_request:47216|pull_request:47275", + "pull_request:46912|pull_request:47284", + "pull_request:46912|pull_request:47179", + "pull_request:47204|pull_request:47357", + "pull_request:46196|pull_request:47202", + "pull_request:47166|pull_request:47449", + "pull_request:46836|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:46196|pull_request:47210", + "pull_request:47093|pull_request:47275", + "pull_request:45157|pull_request:47093", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173" + ], + "prepared_review_unit_hash": "a75fd85656e9e398ef173f0438de1851c0bc561df9a4413e4a8305747de49c59", + "component_budget": { + "node_count": 83, + "item_count": 83, + "soft_pair_count": 230, + "serialized_chars": 287236, + "estimated_input_tokens": 71809, + "estimated_eval_tokens": 143874 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 126191, + "estimated_input_tokens": 31548, + "estimated_eval_tokens": 63352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated PRs. I only see one clear duplicate pair around `fixed_cross_entropy` kwargs forwarding, plus one plausible duplicate sub-pair around the same training-loss double-shift fix in the ASR/formulaNet family. Everything else is too broad or touches different code paths to merge as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the cleanest canonical PR for the `fixed_cross_entropy` kwargs fix: it directly targets issue 43240 and includes the full functional change in one place.", + "best_issue_reason": null, + "best_pr_reason": "There is no single PR that represents the whole mixed cluster. If forced to pick one, `pull_request:47090` is the strongest substantive representative of the training-loss double-shift subcluster because it applies the fix across multiple affected model variants and is the broadest version of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same `fixed_cross_entropy` kwarg-forwarding bug in the same file; `43254` is essentially the same fix with equivalent signature changes." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same double-shift training-loss bug in the CohereASR/PPFormulaNet path; `47090` is a superset that extends the same fix to additional model variants, so they could be combined." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47395", + "accept": false, + "reason": "Both are loss-shift fixes, but they affect different concrete model code paths (`CohereASR` vs `GitForCausalLM`), so they are not the same PR." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same model family and same symptom, but the patches are competing implementations for the same lines rather than a single mergeable change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47395", + "accept": false, + "reason": "Same high-level bug class, but different model and different training-loss implementation; not a duplicate code-path fix." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated failing tests in different models (`zaya` vs `mimo_v2_flash`)." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test failures in different model families; only both are test updates." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47449", + "accept": false, + "reason": "Different model test fixes (`mimo_v2_flash` vs `qwen3_omni_moe`), no shared underlying bug." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "One removes a workflow, the other adds exporter test dependencies; both are CI-related but not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Different scopes: Docker image dependencies vs exporter docs/architecture docs." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU/test adjustments, but for different models and unrelated failures." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Docs pin-comment cleanup vs docker workflow removal; no shared bug or change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Overlapping Japanese doc edits, but the PRs have different goals (DistilBERT docs vs wording cleanup) and are not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Different exporter/CI work: docker test dependencies vs exporter base/runtime changes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Unrelated CI infrastructure changes (docker image builder removal vs OTEL workflow pilot)." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Different docs/CI maintenance items with no shared concrete fix." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Unrelated test re-enable for VITS vs RT-DETR v2 converter fix." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different feature areas: model 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rollback." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Both are docs/model support work, but one is parallelism docs and the other is a new EfficientViT-SAM model." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test suites and different XPU failures; only both mention expectations." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "Different generation/configuration changes: deprecating continuous batching config vs heterogeneous per-layer config for Gemma 4." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese documentation translation vs new model support; no duplicate change." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47446", + "accept": false, + "reason": "Offloading/saving bugfix vs typo-only comment cleanup." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47450", + "accept": false, + "reason": "Different integration work: kernel-native causal_conv1d support vs linear-attention dispatch simplification." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "New model support vs assisted-decoding docs; unrelated." + }, + { + "left": "pull_request:47422", + "right": "pull_request:47446", + "accept": false, + "reason": "Docker/CI pinning fix vs comment typo cleanup; not the same change." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 support vs new EfficientViT-SAM model support; different features." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE test coverage changes vs MIMO test fixes; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test improvements vs Granite-SWA model support; no shared bug." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47357", + "accept": false, + "reason": "Different exporter/CI changes: one is docker dependencies, the other is FSDP CI and save-pretrained/offload work." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA attention dispatch work vs docker workflow cleanup; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47449", + "accept": false, + "reason": "Quantization test adjustments vs Qwen3 Omni MoE model bugfix; different failures." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Add Unlimited OCR model vs remove old docker image builder; no overlap beyond broad repo scope." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation vs docker image dependency updates; not a duplicate." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch attention internals, but one is SDPA dispatch for several models and the other is packed varlen attention routing; different concrete changes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model addition vs EfficientViT-SAM model addition; different model integrations." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47093", + "accept": false, + "reason": "Prism GGUF support vs OpenPangu-V2 model addition; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "MLU flash-linear-attention availability vs XPU paged-attention tests; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU tests vs XPU expectation fixes in vision models; different test areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-83", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46395", + "pull_request:46509", + "pull_request:46604", + "pull_request:46658", + "pull_request:46836", + "pull_request:46912", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + 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I would reject all soft edges as false positives.", + "confidence": 0.12, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out; the cluster spans unrelated features and maintenance changes, so selecting any one PR would be misleading.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative because the cluster is mostly superficial similarity across different subsystems and change types.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47108", + "right": "pull_request:47420", + "accept": false, + "reason": "Docs/workflow comment tweak vs tokenizer special-token logic; unrelated changes." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46395", + "accept": false, + "reason": "Different model support additions (PrismML Bonsai vs Param2MoE), not the same code path." + }, + { + "left": "pull_request:47446", + "right": "pull_request:47449", + "accept": false, + "reason": "Comment typo cleanup 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+ { + "left": "pull_request:47384", + "right": "pull_request:47210", + "accept": false, + "reason": "Gemma 4 heterogeneous config work vs packed SDPA varlen attention routing; different code paths." + }, + { + "left": "pull_request:47420", + "right": "pull_request:47422", + "accept": false, + "reason": "Tokenizer helper cleanup vs torch/torchaudio pinning and RNN-T CI fix; unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47422", + "accept": false, + "reason": "Audio feature/proc requirement fixes vs Docker torch pinning and rnnt break; not the same bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47420", + "accept": false, + "reason": "NeuCodec model support vs tokenizer special-token cleanup; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47175", + "accept": false, + "reason": "Quantization test extensions vs Olmo3 CI expectation updates; both tests but different models and issues." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI adjustments vs Granite model support; unrelated." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47295", + "accept": false, + "reason": "Exporter test-image dependency changes vs DiffusionGemma mask casting fix; no shared code path." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47384", + "accept": false, + "reason": "Attention packing optimization vs Gemma 4 config heterogeneity; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47336", + "accept": false, + "reason": "Compressed-tensors quantization support vs fully-offloaded model saving; different features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47357", + "accept": false, + "reason": "Molmo2 model addition vs FSDP CI/save support; unrelated changes." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese wording polish vs EfficientVit-SAM model support; different topics." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "Flash-linear-attention availability on MLU vs NeuCodec model addition; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "DINO modernization work vs MTP docs; no common underlying change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47336", + "accept": false, + "reason": "SDPA dispatch support vs fully-offloaded model saving; unrelated code paths." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47304", + "accept": false, + "reason": "Parallelism docs/navigation vs MPS graph-cache docs; different documentation updates." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa model support vs packed SDPA variable-length attention 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"pull_request:47304", + "accept": false, + "reason": "RoMa keypoint matcher addition vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47336", + "accept": false, + "reason": "DINO modernization work vs offloaded saving bugfix; different subsystems." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs wording cleanup vs EfficientVit-SAM model onboarding; unrelated." + }, + { + "left": "pull_request:47292", + "right": "pull_request:47446", + "accept": false, + "reason": "XPU test updates vs typo/comment cleanup; no shared bug." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47420", + "accept": false, + "reason": "Japanese DistilBERT docs vs tokenizer special-token builder cleanup; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47450", + "accept": false, + "reason": "RoMa model support vs linear-attention dispatch 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No shared bug or code path." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fix and TDT loss kernel support are unrelated changes; only broad infrastructure overlap." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test vs MobileLLM model addition. Not the same underlying issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs Mistral4 test changes. Same area of testing/training, but not the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs config-resolution order fix in modeling_utils. Different subsystems and different failure modes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill scaffolding. No shared bug or mergeable change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test/model work vs model-creation skill PR. Unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 tests. Different models and code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM addition vs model-creation skill scaffolding. Not a duplicate." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug, same files, same issue target 46894." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss bug and same issue target 46894; 47090 is the fuller correction." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both patch the same CohereASR double-shift loss path for issue 46894." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47449", + "accept": false, + "reason": "Different XPU-related test fixes in different model suites; not the same concrete bug." + }, + { + "left": "pull_request:47292", + "right": "pull_request:47449", + "accept": false, + "reason": "Different model test expectation updates for XPU, but not one underlying fix." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU expectation adjustments, but they touch different model suites and likely different failures." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE coverage changes across several models vs OLMo3 CI expectation updates. Similar test theme only." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "MTP assisted-decoding docs vs MPS graph-cache docs. Documentation-only and unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT docs translation vs MPS graph-cache docs. Different docs changes, not duplicates." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 model tooling/weights pipeline vs Unlimited OCR model addition. Both are new-model-style PRs, but not the same model or change." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "Deprecating continuous batching config vs AMD Quark config-class rename. Different configuration changes." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "Prism GGUF support vs Nemotron Omni model addition. Different model families and problems." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "MTP docs vs pipeline device-placement clarification. Both docs, but unrelated content." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47387", + "accept": false, + "reason": "Prism GGUF dequantization vs one-to-many conversion support. Different low-level mechanics and goals." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47367", + "accept": false, + "reason": "MPS graph-cache docs vs pipeline device behavior docs. Unrelated documentation changes." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors fp8 support vs MTP docs. Different subsystems and change types." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47298", + "accept": false, + "reason": "RoPE testing coverage vs MI450 model failures/image decoding fixes. Both test-heavy but not the same bug." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni model support vs NeuCodec model support. Same general area, different models and code paths." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step-3.7 flash build/convert tooling vs NeuCodec model support. Not the same underlying change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47322", + "accept": false, + "reason": "Step-3.7 flash tooling vs Quark config class changes. No duplicate relationship." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "ExecuTorch exporter/kimi export work vs one-to-many conversion support. Different exporter mechanics." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "Prism GGUF support vs Nemotron Omni support. Different model families and implementations." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention XPU tests vs packed SDPA varlen routing. Both performance/test-related, but not the same bug." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47387", + "accept": false, + "reason": "Step-3.7 model conversion tooling vs one-to-many conversion framework changes. Related only at a very high level." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter vs Neuron experiment scripts. Completely different subsystems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Export pipeline changes vs NeuCodec model addition. Not the same issue." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47452", + "accept": false, + "reason": "RoPE tests vs LFM2 family refactor/coverage changes. Same broad testing theme only." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model implementation vs Molmo2 model addition. Both new-model PRs, but unrelated models." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 model addition vs NeuCodec model addition. Different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model addition vs Neuron experiment scripts. Not duplicates." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "ExecuTorch exporter fixes vs Neuron experiment scripts. Different tooling and goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model addition vs Quark config changes. Unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter work vs ExecuTorch exporter fixes. Both exporters, but different runtimes and concrete changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter support vs ExecuTorch exporter fixes. Different exporter backends and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47387", + "accept": false, + "reason": "Molmo2 model addition vs one-to-many conversion support. Different problems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "ExecuTorch exporter fixes vs one-to-many conversions. Different export/conversion mechanisms." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model addition vs quantization test expansion. Unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter support vs one-to-many conversion support. Different areas." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "ExecuTorch exporter fixes vs Quark config-class changes. Different integration paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model addition vs ExecuTorch exporter fixes. Not the same change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "ExecuTorch exporter fixes vs Neuron experiment scripts. Unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter support vs Neuron experiment scripts. Different runtime/tooling work." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "ExecuTorch exporter fixes vs one-to-many conversion support. Different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "ExecuTorch exporter fixes vs paged-attention XPU tests. Unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "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": "b8f9f819c7c939150506f3ddaf3aa559f63cbe1df0d537bb83af9e544660c35a", + "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": "These are unrelated pull requests: one adds covariate-aware forecasting for TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the more self-contained and concrete change, centered on a single model capability (DINOv3 image classification) with tightly related code and docs.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the better representative PR because it is narrowly scoped and clearly tied to one model feature, whereas #40755 is a broader feature addition spanning forecasting, xreg utilities, docs, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different capabilities: TimesFM covariate forecasting vs DINOv3 image classification. They are not the same underlying change 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": 3, + "component_count": 32, + "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": 4, + "component_count": 32, + "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": "456794a7e0aba7f435155b14b16e730c2cb66260bfa60abaa415f9aeda375bc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different action families and different upgrade goals: one is for Node 24 compatibility across workflow actions, the other bumps docker/build-push-action and a few other actions. They are related maintenance changes, not the same underlying fix.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader workflow-action upgrade and explicitly frames the compatibility goal (Node 24) across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall representative of the cluster theme since it covers the larger set of workflow action upgrades and the clearest maintenance intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and related workflow actions. They are not the same underlying bug/change and would not naturally merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "a91bebe11d85b1eab7736e03552e44610c4cb92de986676401219677d6f64296", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share Transformers boilerplate in docs/auto registries, but they do not fix the same concrete code path and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each change introduces a different model family with its own configuration/modeling/tests, and the overlapping files are only shared registry/docs wiring.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good duplicate-canonical representative; if forced, 46562 is the most central on shared infra edits, but it still targets a distinct model and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto files are generic boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model-introduction PRs with different codepaths and tests; similarity is only in common registry updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM add different models and supporting code; overlapping filenames do not indicate a shared underlying fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model implementations; despite higher structural overlap, they are separate features, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 32, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "c371cd5e900cfa00ea01afaadb58442490e01357f6f4f70ff730cf102e24c888", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and should not be merged wholesale. The only strong duplicate-like pair is the YOLOS fixes (46886 and 46922), which both address the same device_map=\"auto\" mismatch in src/transformers/models/yolos/modeling_yolos.py. The other PRs touch unrelated models or subsystems and are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR for the YOLOS subcluster: it addresses the same YOLOS device-mismatch issue as 46886, explicitly targets issue 46869, and includes the more complete fix (device cast plus _no_split_modules). 46886 is also issue-linked, so 46922 is the better representative rather than the only one.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest overall representative because the only clear duplicate-like pair here is the YOLOS pair, and 46922 is the more complete of the two related fixes. It is not the only PR with a concrete issue target, though; 46886 also explicitly targets issue 46869.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are generic test-only PRs, but they fix different model test files and do not indicate the same underlying bug or code change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes versus FP8 dequant/loading changes are unrelated subsystems and different bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix and generation/watermarking fix address different code paths and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test cleanup and YOLOS device-map fix are unrelated; no shared concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both are test/CI-related in a broad sense, but one is model test noise and the other is a Phimoe integration/CI patch; not the same fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch different model tests versus FP8 quantization/loading logic, so they are not the same underlying change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits are not the same bug as the generation watermarking validation fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Generic model test edits do not match the concrete YOLOS device mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/loading changes and Phimoe CI/test infrastructure changes are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different functional areas: FP8 quantization versus generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 model-loading fixes are not the same as the YOLOS device-placement bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI/device-memory patch address different problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These are separate fixes in unrelated subsystems: generation config vs YOLOS model execution." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory patch plus Phimoe integration testing is unrelated to the YOLOS model device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map=\"auto\" mismatch on the same file and issue target; 46922 effectively extends/subsumes 46886's fix with an additional device cast." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the overall cluster summary is mostly grounded, and the YOLOS pair verdict looks mergeable, but the analyst overstates the evidence in `best_pr_reason` by saying PR 46922 is the only PR that clearly matches a concrete issue target. PR 46886 also explicitly targets issue 46869, so 46922 can be the better canonical PR, but not the only issue-linked one. Please soften that claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "175aa97e886988c45dfbc9d17a528ead87fb6f4aea9b0e8f5d8ad6cf29a2be21", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three open '[don't merge]' PRs are synthetic/meta changes with only superficial overlap in tests/workflows; they do not look like the same underlying bug or mergeable code change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: one edits packaging/dependency metadata and a test file, the other changes a security-gate workflow trigger. Shared repository context is too broad to treat as the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only overlap is a shared Vit test file; the PRs otherwise modify unrelated areas (setup/dependency metadata vs CI/workflow plumbing). They do not appear to fix one concrete bug or be combinable into one PR." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but in different jobs and for different purposes: self-comment/notification/test-diff plumbing versus a security-gate trigger change. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "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": "eeaddd32420691b2642a558d04dfc33896be58400e9274a3d97dfaf2e6d01936", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add new, similarly structured pipeline features, but they target different tasks and code paths: one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. The overlap is mostly shared documentation/registry scaffolding, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature additions with different pipeline classes, task docs, and model/test integrations.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if one had to represent the cluster, 43613 is the more expansive pipeline addition, but it is still not a substitute for 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features and concrete implementations: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared infrastructure files do not make them 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": 32, + "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": "a728bc9a39c701718b1b238f37e6312480c0936385bc17e4683110a7521e7745", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch trainer.py but address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature changes for different code paths and extension points in Trainer.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global representative of the cluster because the PRs are unrelated beyond sharing trainer.py.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: GA loss scaling vs. signature-column extraction/override. They do not fix the same concrete bug 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": 10, + "component_count": 32, + "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": "1b83b75aa1a41979dc38584436da6fe7486cddecef2145d6173b3eb3b3d8590f", + "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": "Two open PRs touch the same CLI file but fix different runtime typing issues. They are related, not duplicates: one is a broader annotation/postponed-eval cleanup, the other is a targeted fix for missing-pydantic TypeAdapter annotation handling.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the better canonical PR because it is narrower and directly addresses a specific runtime failure path: avoiding a TypeAdapter NameError when pydantic is not installed.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the strongest standalone fix because the title, issue link, and diff all point to one concrete bug with minimal scope; #43656 is broader and less clearly the same failure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Not the same underlying change. #43656 adds postponed annotations and typing cleanups across serve.py, while #43842 specifically makes TypeAdapter safe when pydantic is absent. They overlap in file and symptom area, but target different code-path problems and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "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": 12, + "component_count": 32, + "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:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "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:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "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:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "be1c54fb9b6b6b2f8a8574cd1021b670ce802b95dd8942e3d1846333654365c4", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84512, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76942, + "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 loose theme of standardized output-tracing refactors across many unrelated models. Only a few pairs look like true duplicates/iterations within the same code path; most shared the same umbrella issue but not the same concrete change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the closest duplicate family: it is explicit-issue-linked, touches the same GPT-J/CodeGen output-tracing code paths, and appears to be a more complete iteration of that refactor line.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall representative among the provided items because it is explicit-issue-linked, substantial, and covers the most clearly duplicated GPT-J/CodeGen refactor family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); shared umbrella output-tracing theme is too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs DeBERTa); not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file family; 44085 looks like a narrower/iterated version of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations; same refactor pattern, but not the same underlying change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; only the refactor style matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different model families; not mergeable as one PR." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations; same issue target is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths and different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors touching the same model/test area; likely duplicate iterations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; only the broad output-tracing pattern is shared." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models; not the same underlying fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated despite both using output-tracing refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different models and changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated implementations; not a duplicate change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are different models; shared refactor motif is too broad." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are different implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths; same issue target is only umbrella tracking." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both touch Flaubert output tracing, and 44116 looks like a narrower WIP version of the same refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 appears to be a later, more complete iteration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path, plausibly mergeable into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different models; shared output-tracing theme is not sufficient." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44116", + "accept": false, + "reason": "ViLT and Flaubert are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about soft-edge pairs. The accepted duplicates are all within closely related code paths or the same model family (GPT-Neo, GPT-J/CodeGen, Flaubert/XLM), while the rejected pairs correctly avoid over-merging unrelated model implementations. The representative choice of PR 44722 is also supported by the explicit issue linkage and the shared GPT-J/CodeGen file overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "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": "3922725c0ab2def16bb5773bce45485e9e992bd98201f717a6a5bb7d3ef64c1d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84512, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are the same broad refactoring theme\u2014migrating model-specific forward/output handling to standardized output-capture helpers\u2014but they are different models and different code paths, so they are not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantive SpeechT5 output-tracing refactor, and clearer end-to-end scope than the smaller model-specific migrations.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best cluster representative for the same reason: explicit tracking issue, concrete implementation work, and a more fully scoped refactor than the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but one is VisualBert and the other is TextNet. Different model internals and different code paths, so not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert: same refactor pattern, but separate model implementations and separate output-capture wiring. Not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model code paths. Similar decorator/mapping changes do not indicate the same bug or fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct architectures with distinct forward logic. These are parallel refactors, not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 differ in architecture and output semantics; the PRs touch different concrete code paths, so they should not be deduplicated." + } + ] + }, + "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": 32, + "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": "9e5041a52c938cb05bedd2433aab280031209d816b9fdb7063b68cf4230d87aa", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "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 are all model-specific applications of the same output-tracing/refactor pattern, but they touch different code paths and files. They are similar in style, not true duplicate changes, so every soft edge should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster\u2019s shared theme because it applies the refactor to two closely related depth models in one self-contained change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the strongest single representative if one must be chosen, but it is still not a duplicate of the others; the rest are separate model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Timm backbone vs CLIP-style wrapper; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementations with distinct forward logic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architecture families; shared wording is not enough for a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Backbone refactor vs RWKV/Mamba output-capture changes are unrelated code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model families." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model targets and different forward signatures." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything; similar refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper models; not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Distinct encoder-decoder model code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model classes and output plumbing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "CLIP-style wrapper vs Mamba/Falcon Mamba refactor; not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different task families and different concrete forward paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are separate models; only the refactor motif overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not a single duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are unrelated model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV/Mamba touch different code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; no shared concrete defect." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon Mamba vs SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different implementations and semantics; same broad output-tracing theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone refactor and CodeGen output changes are not the same code-path issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model families." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen do not share a concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; same refactor naming is incidental." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything vs vision-encoder-decoder wrapper are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model classes; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are separate tasks and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth models vs RWKV/Mamba output tracing are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; shared decorator usage does not imply duplication." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are distinct models and code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision/speech wrappers vs SuperPoint are not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model stacks and refactor scopes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision encoder-decoder and DPR are separate implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated model paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and distinct forward behavior." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder vs DPR is not one concrete fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV/Mamba are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models with only superficial refactor similarity." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV/Mamba and DPR differ in architecture and implementation; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "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": "caa5e65064d12ae92a672e29374a2b50bc40af91691f5c80ae3966d06747a3a8", + "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 are two unrelated model-addition PRs: PenguinVL implementation vs Voxtral TTS support. They share some common Transformers scaffolding files, but they target different models and code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the better canonical PR candidate because it is tied to a specific tracking issue and is a focused, self-contained model support change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the most representative single PR in this pair: it has an explicit issue target and a narrower scope around one concrete model integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations for different products (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are boilerplate for any new model and do not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "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": "76f42784fcb0edf2f8cbbdf7735eb2ac89f1aa84d1ca4baca1379873c91f4777", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related by the general theme of module/kernel fusion, but they are not the same change: #44979 introduces a generic `Module Fusion API`, while #45363 implements a specific `KernelConfig`-driven n-to-1 fusion path across modeling and integration code. They overlap conceptually but target different layers and could be merged independently.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete user-facing feature and touches the actual end-to-end fusion path (`KernelConfig`, integrations, modeling utils), so it is the better representative of the cluster. PR #44979 is a foundational API piece rather than the same specific feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 best captures the concrete change set in this cluster; it is broader and more directly tied to an actionable fusion feature than the lower-level API-only PR #44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related topic, but not the same underlying bug/change. #44979 adds a generic module-fusion API, while #45363 implements a specific n-to-1 kernel fusion workflow via `KernelConfig` and related integrations. They are distinct layers and not strict 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": 16, + "component_count": 32, + "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": "3f0b30e835466e67f6f219ee9a83f7af844df9f9d65d238dd1570383c6f06b83", + "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 pull requests implement the same fix for the Mistral regex AttributeError in `tokenization_utils_tokenizers.py`; the second PR adds tests and appears to be the more complete version of the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same code fix as #45086 plus test coverage and more discussion activity, making it the more complete merge candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same concrete bug fix, same target issue, and it includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; PR #45317 is essentially an expanded version of #45086 with added 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": 17, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "4d70787b9d207c4b46fa59a240dbfecab099b145dbbca2c31c4324ebbfa1c094", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to NemotronH, but they are not the same underlying change: one is a conversion-mapping/refactor for NemotronH checkpoint key renaming, while the other is a broader architecture split adding NemotronHDense/NemotronHSparse, docs, auto-mapping, and tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it covers the main functional change: introducing the NemotronH dense/sparse model split plus the associated public API, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest overall candidate in the cluster since it has the broader, end-user-facing model implementation work; PR 45115 is a narrower conversion-mapping follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related subsystem, but not a duplicate change. 45115 only adds checkpoint key renaming/conversion mapping for NemotronH, while 45569 restructures the model into dense/sparse variants and updates docs, auto mappings, and tests. They do not look mergeable as one single PR fixing the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "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": "953b22da912257e713de923eb7fa6f8728bb051b35dfd3792227db02aa158852", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds/adjusts typing protocols and related fixes around `modeling_utils` and integrations. They share some touched files, but the underlying changes are different.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broadest and most representative of the cluster because it scopes a general type-checking pass across `src/transformers/*py` and related tooling/config changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best representative artifact for this cluster since it covers the largest cross-cutting typing change and is more central than the narrower protocol/typing-fix PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both concern typing, but #45415 is a repo-wide type-checking sweep while #45425 adds specific typing protocols and targeted fixes. They do not look like the same underlying bug or a single 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": 19, + "component_count": 32, + "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": "af0081825b3f38718390219e745da6eca9d814cd22a77337f9bcd2be4f6e7c08", + "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": "The two PRs both involve expert parallelism, but they fix different concrete failures: 45548 addresses EP + DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. They are related by subsystem, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the patches target different distributed-loading failure modes and should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45548 is the cleaner representative of the EP loading/serialization path because it is narrower and self-contained, but it does not cover the separate FSDP2 overwrite bug in 45662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and different code paths: 45548 fixes EP + ZeRO-3 loading/config serialization, while 45662 fixes EP + FSDP2 rank-0 broadcast overwriting experts. Shared EP framing and one shared file are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "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": "4b015fb1c326473c229bbcaadbc760b1277558223d4786f02f6c0d25b0060c5e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging collision around `testing_utils.py`; PR 45645 is the more complete variant because it includes the worker-safe file handling plus the CI workflow update to read multiple log files.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical representative: it addresses the same concrete xdist-safe captured_info problem as 45639, and it additionally updates the workflow so CI can surface all worker-specific logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall fit because it covers the core bug fix and the downstream CI log collection change, making it the more complete merge candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same underlying captured_info/xdist collision path in `testing_utils.py`; 45645 is essentially the broader, more complete form of 45639 with the same fix plus workflow handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 32, + "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": 22, + "component_count": 32, + "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": "a37433896feb29cd2c92faab0abde37841dd8ea3c5d5f07f2171763e6207051d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change for distributed tensor parallel logic, while PR #46269 is a broad distributed branch-base umbrella PR touching many unrelated areas. The shared distributed files are not enough to make them the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more canonical PR because it has a narrow, coherent scope and a clear feature/change description. #46269 is a broad base branch PR spanning many subsystems, so it is not a good canonical duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best PR representative for this cluster because it is the most specific and directly describes one concrete distributed feature change. #46269 is too broad and mixed-scope to serve as a good cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the PRs share some distributed files, but their titles, scopes, and diffs differ substantially. #46126 adds EP/Trainer integration and router-parallel behavior; #46269 is a large branch-base PR with many unrelated distributed and model changes. They do not look like the same underlying 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": 23, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "796c00ac97644f1784029b50eda2bd12b23d9778fc40a55e0f7031ef7a8c83e1", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar: most are separate workflow chore updates, and the pr-ci-security-gate edits change different parts of the same file rather than the same underlying fix. I would not dedupe any of the soft-edge pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, #46554 is the strongest candidate because it contains the main functional security-gate logic change; the others are smaller, orthogonal workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the most substantive and concrete change in the set, so it is the best standalone representative of the cluster, even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: stdin handling in self-comment CI vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and change types: comment piping fix vs permissions/approval gating in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows: stdin handling fix vs a comment-only note in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and code paths: stdin handling fix vs secrets scoping in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows: self-comment CI message piping vs build-ci docker image tag detection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and intents: SSH runner hardening vs benchmark dispatch triggering." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and concerns: SSH runner changes vs anti-slop permission placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows: SSH runner changes vs reviewer checkout base-ref fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and change scopes: SSH runner hardening vs PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows: SSH runner changes vs pr-ci-security-gate permissions/approval changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and concerns: SSH runner changes vs secrets scoping in pr-ci-security-gate." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and different behavior: anti-slop permissions vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and fixes: anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows: anti-slop permissions vs build-ci shell quoting." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: anti-slop permissions vs PR CI security-gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and behavior: reviewer checkout ref vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows: reviewer checkout ref vs build-ci shell quoting." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and code paths: reviewer checkout ref vs PR CI security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and changes: benchmark dispatch trigger vs build-ci shell quoting." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows: benchmark dispatch trigger vs PR CI security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: build-ci shell quoting vs PR CI security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different edits in different workflows: shell quoting fix vs permissions change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file but different underlying changes: security checks vs permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file but different underlying changes: workflow logic vs a comment-only note." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file but different underlying changes: workflow logic vs secrets scoping." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file but different underlying changes: permissions/approval gating vs a comment-only note." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file but different underlying changes: permissions/approval gating vs secrets scoping." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file but different underlying changes: comment-only note vs secrets scoping." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and changes: build-ci shell quoting vs a comment-only note in pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows: SSH runner hardening vs a comment-only note in pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows: SSH runner changes vs pr-ci-security-gate permissions/approval gating." + } + ] + }, + "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": 32, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 32, + "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:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "68c327fcbe9fcf70c1ba398d03fd6cbff416d659f66bd2127d80da4adbd83362", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one boundary error in the sliding-window right mask (`-dist <= right_window_size`), with 47162 being the broader follow-up that also updates Gemma4 and adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it covers the same bug fix more completely: it updates both MoonshineStreaming and the mirrored Gemma4 implementation and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest standalone fix for this bug since it addresses the shared boundary defect across implementations and adds tests, making it the most complete and merge-ready candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window mask bug in the same code path; 47162 is a superset of 46310 rather than a different fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "1b9710f3c52d2fe5eeba13de1b908e9a84ba1b08e52e6e2feb57bc06d88a2cfa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both tokenizer-related, but they fix different concrete bugs: CodeLlama decode stripping leading spaces versus DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying failures and code paths: one changes CodeLlama decoder setup to preserve real leading spaces on decode, the other adds checkpoint-prefix overrides so DeepSeek models don't load as the wrong tokenizer class. They are not the same fix 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": 27, + "component_count": 32, + "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-47122-13", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310", + "pull_request:47380", + "pull_request:47443", + "pull_request:47444", + "pull_request:47445" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47443", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47445", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47380", + "pull_request:47124|pull_request:47443", + "pull_request:47266|pull_request:47443", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47444", + "pull_request:47266|pull_request:47445", + "pull_request:47280|pull_request:47443", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47443", + "pull_request:47281|pull_request:47445", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47282|pull_request:47444", + "pull_request:47310|pull_request:47380", + "pull_request:47310|pull_request:47445", + "pull_request:47280|pull_request:47380", + "pull_request:47380|pull_request:47444", + "pull_request:47443|pull_request:47445", + "pull_request:47443|pull_request:47444", + "pull_request:47444|pull_request:47445", + "pull_request:47280|pull_request:47444", + "pull_request:47123|pull_request:47444", + "pull_request:47282|pull_request:47445" + ], + "prepared_review_unit_hash": "521b113c8be0657cfd6011b08e73b9f429249fd7d23b5c7dc681a07f54ad4704", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 37, + "serialized_chars": 44721, + "estimated_input_tokens": 11181, + "estimated_eval_tokens": 22618 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 37, + "serialized_chars": 44721, + "estimated_input_tokens": 11181, + "estimated_eval_tokens": 22618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a mixed cluster of model-specific integration-test PRs, not one single duplicate set. I only accepted soft edges where the PRs fix the same concrete failure in the same model/test path; most cross-model similarities are false positives and should be rejected.", + "confidence": 0.64, + "canonical_issue_reason": null, + "canonical_pr_reason": "47443 is the best canonical representative of the largest near-duplicate family: it applies the same cross-file code-path cleanup across the shared model files, is earlier than the near-identical 47444 variant, and is cleaner than 47445, which adds an extra unrelated PEFT change.", + "best_issue_reason": null, + "best_pr_reason": "47443 is the strongest overall PR candidate because it is the most complete version of the shared code-cleanup fix and the closest thing to a root change among the near-duplicates in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different fixes (edgetam backbone kwargs vs glm46v model conversion); not the same underlying bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete code-path problem." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models; the edgetam kwargs fix is unrelated to the minimax_m3_vl offload-folder change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is an omnibus multi-fix PR; it is not the same single bug/change as the focused edgetam fix." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error test fixes, but for different models and different test code; not the same duplicate change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same model, same integration-test load_error, and both add a temporary offload folder to the model load path." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47443", + "accept": false, + "reason": "Different model/test problems; the minimax offload-folder fix is unrelated to the deepseek_v32 multi-file cleanup." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47444", + "accept": false, + "reason": "Different model/test problems; not the same underlying bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes (falcon_mamba output mismatch vs mamba2 OOM)." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models; the falcon_mamba expected-output update is unrelated to the mamba2 OOM fix." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47445", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different load-failure instances; not a duplicate fix." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47443", + "accept": false, + "reason": "Both touch deepseek_v32-related tests/files, but they address different problems with different code changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47444", + "accept": false, + "reason": "Different changes; no evidence of the same concrete bug." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47445", + "accept": false, + "reason": "Different changes; 47445 also includes an extra PEFT fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models; minimax_m3_vl load_error fix is unrelated to mamba2 OOM handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47444", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47445", + "accept": false, + "reason": "Different models; the PEFT change is unrelated to glm46v." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same model and same OOM integration-test failure; both are variants of the same mamba2 test stabilization." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47444", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47445", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47380", + "right": "pull_request:47444", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47445", + "accept": false, + "reason": "47445 includes the same model-file cleanup plus an extra PEFT-specific fix; that makes it a multi-issue PR, not the same single change." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47444", + "accept": true, + "reason": "Same shared model-file cleanup and same underlying change; 47444 is just the variant with a different test target." + }, + { + "left": "pull_request:47444", + "right": "pull_request:47445", + "accept": false, + "reason": "47445 adds an extra PEFT change beyond the shared model cleanup, so it is not the same single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "c26fc1c89112b8307e09b89af105475e10bb031d0dd5a55ffe3c5994ad63c053", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same chat CLI area both try to fix base URL handling for management endpoints under a /v1 service URL, but they do so with different scopes and code paths. They look related, not duplicates.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "47303 is the better representative because it explicitly routes management calls to the service root and centralizes the URL normalization in a helper, matching the stated issue target more directly.", + "best_issue_reason": null, + "best_pr_reason": "47303 is the strongest standalone PR in the cluster: it addresses the service-root routing problem directly and keeps the URL fix localized to management calls.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Both touch chat CLI management URLs, but 47140 normalizes the stored base URL for the whole interface while 47303 only rewrites the load_model request path; they are related fixes, 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": 29, + "component_count": 32, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "9f89b4b6b7f31ab3c4df36c61fb73f3f74dc648c06ecd58d4912286c5b96e24f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one fixes label-smoothing loss scaling during gradient accumulation, while the other adds and validates `min_tokens_to_keep` in TopHLogitsWarper. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the stronger canonical representative of this cluster because it has an explicit issue link, more discussion/review activity, and a well-scoped bug fix in the training loss path.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the best representative overall: it addresses a concrete regression with clear issue context and a focused code change, whereas 47262 is a separate generation-API enhancement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different underlying problems and code paths: trainer label-smoothing/gradient accumulation versus generation logits warping. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "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-47315-2", + "nodes": [ + "pull_request:47315", + "pull_request:47430" + ], + "soft_pairs": [ + "pull_request:47315|pull_request:47430" + ], + "prepared_review_unit_hash": "01b5f0c4f2995c697435e42be77314834876c4e7d62ed83e478539a2e3c34037", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4382, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4382, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests touch the same compressed_tensors MoE decompression path, but they fix different bugs: one handles non-32-divisible bit widths via shape fallback, the other collects zero_point for asymmetric quantization.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47315 is the cleaner canonical representative for this cluster because it targets the core decompression shape bug in a single code path and is more self-contained.", + "best_issue_reason": null, + "best_pr_reason": "PR 47315 is the better overall representative of the cluster since it addresses the main MoE decompression correctness issue directly and is narrower than the asymmetric zero_point follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47315", + "right": "pull_request:47430", + "accept": false, + "reason": "Different underlying defects: one fixes incorrect reconstructed weight shapes for non-32-divisible bit widths, the other adds zero_point handling for asymmetric expert decompression. Same file/subsystem, but not the same bug or mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "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-47400-2", + "nodes": [ + "pull_request:47400", + "pull_request:47421" + ], + "soft_pairs": [ + "pull_request:47400|pull_request:47421" + ], + "prepared_review_unit_hash": "094e2a08db69b5f457fe35a962db66f7d97233f0d10dc89d4bc051042d697d33", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate GGUF-loading PRs for different model families: one adds Phi-2 support, the other adds DeepSeek-V3 support. They share the same integration files because they extend the common GGUF loader, but they are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47421 is the better cluster representative because it is the newer, broader GGUF support change for DeepSeek-V3; however, it is not a duplicate of #47400 since the target architecture and code-path additions differ.", + "best_issue_reason": null, + "best_pr_reason": "PR #47421 is the strongest standalone PR in the cluster because it appears to add a distinct model integration on top of the shared GGUF machinery. It is still not a mergeable duplicate of #47400, which is specifically about Phi-2.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47400", + "right": "pull_request:47421", + "accept": false, + "reason": "Reject: same GGUF subsystem and files, but different concrete model support (Phi-2 vs DeepSeek-V3) and different integration logic; they are 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": 32, + "component_count": 32, + "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-47431-2", + "nodes": [ + "pull_request:47431", + "pull_request:47434" + ], + "soft_pairs": [ + "pull_request:47431|pull_request:47434" + ], + "prepared_review_unit_hash": "7a227ff828acbbda90eef32061ef6ddbc45522d80ababdcaa0673a146674c426", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3812, + "estimated_input_tokens": 953, + "estimated_eval_tokens": 2162 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3812, + "estimated_input_tokens": 953, + "estimated_eval_tokens": 2162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are near-perfect duplicates: same files, same diff, and same target issue (#47429). Both relax the tokenizers upper bound from <=0.23.0 to <0.24.0; they can be treated as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47434 is the cleaner canonical pick because it states the issue fix explicitly in the title and has the same exact patch as 47431.", + "best_issue_reason": null, + "best_pr_reason": "PR 47434 is the best representative: it is explicit about fixing #47429, and its scope matches the concrete dependency-boundary change exactly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47431", + "right": "pull_request:47434", + "accept": true, + "reason": "Same issue target, same filenames, and identical diff preview; both implement the exact same version-bound relaxation for tokenizers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/manifest.json b/snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3d8952060ffeab003e8b8b35be622137b5ac199b --- /dev/null +++ b/snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260721t120029z", + "artifacts": { + "hybrid": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-21T12:17:25Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260721T120029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260721T120029Z/manifest.json b/snapshots/20260721T120029Z/manifest.json index c925fbb8617b732b3a22dcbce0efe131d58c521a..375c0a668e03c82a45a161768d7bd75a73341380 100644 --- a/snapshots/20260721T120029Z/manifest.json +++ b/snapshots/20260721T120029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1584 }, "extracted_at": "2026-07-21T12:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260721t120029z", + "runs": { + "hybrid-model-20260721t120029z": { + "analysis_id": "hybrid-model-20260721t120029z", + "artifacts": { + "hybrid": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/manifest.json", + "model": null, + "published_at": "2026-07-21T12:17:25Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260721T120029Z", "watermark": {